From d4faee3a1e8e0d71b4203a95f5ada4777b33b0c6 Mon Sep 17 00:00:00 2001
From: Yaowei Zheng <hiyouga@buaa.edu.cn>
Date: Tue, 21 Jul 2026 17:43:31 +0800
Subject: [PATCH] Changelog, dev startup, README, AgentHub 0.4.0, model
 catalog, and landing site (#7)

Branch-length batch covering tooling, the model layer, the Web App and the public
surfaces. Highlights:

- Changelog: a per-release `changelog/<version>/` tree, grouped by the surface each
  change touches, with a root CHANGELOG.md holding one line per release.
- Dev startup: `scripts/dev-prebuild.mjs` serializes the skills+core prebuild behind a
  lock and keeps `pnpm install` current; `pnpm dev` runs server+web together.
- AgentHub 0.3.3 -> 0.4.0: OmniMessage complete payloads carry one opaque `fidelity`
  object in place of item-level `signature`/`phase`, threaded verbatim through Trace,
  replay and resume; malformed classification adapted to the new error types.
- Model layer: a model is always referenced by an explicit `(provider, model_id)` pair.
  The provider is never inferred, guessed or defaulted -- both the catalog inference and
  the unique-match config resolution are gone, and CLI, SDK, server routes and
  run_subagent all require the complete pair. Catalog gains the Qwen Token Plan, Qwen
  Pay-As-You-Go and Fireworks AI gateways, plus an expanded OpenRouter group.
- Web App: catalog preset sync and per-group speed test on the Models page, positional
  slash commands, a markdown renderer, skill-library update reminders, and a vertically
  centred draft page whose upward menus size themselves to the room available.
- Public surfaces: restructured READMEs, the penguin.ooo landing site and blog, refreshed
  benchmark results for both suites, and the demo videos playing on the landing page.

Includes the fixes from a full review of the branch: 23 confirmed findings, among them a
provider-inference bug that could send one vendor's API key to another vendor's endpoint,
and an Escape handler that destroyed the composer's contents unrecoverably.

Verified on the branch head: pnpm test (1127 passing, 7 packages), pnpm typecheck and
pnpm format:check clean, Playwright e2e 14/14.
---
 CHANGELOG.md                                  |   6 +
 CONTRIBUTING.md                               | 100 +++
 README.md                                     | 167 +++--
 README.zh.md                                  | 178 +++--
 assets/readme/benchmark-dark.svg              |  48 ++
 assets/readme/benchmark-light.svg             |  48 ++
 assets/readme/rag-app-en-dark.webp            | Bin 0 -> 72188 bytes
 assets/readme/rag-app-en-light.webp           | Bin 0 -> 78026 bytes
 assets/readme/rag-app-zh-dark.webp            | Bin 0 -> 65760 bytes
 assets/readme/rag-app-zh-light.webp           | Bin 0 -> 72464 bytes
 changelog/0.0.2/2026-07-20-landing-site.md    |  84 +++
 .../2026-07-20-models-and-credentials.md      | 259 +++++++
 .../0.0.2/2026-07-20-readme-blog-and-docs.md  |  74 ++
 changelog/0.0.2/2026-07-20-skills.md          |  30 +
 changelog/0.0.2/2026-07-20-tooling.md         | 156 +++++
 changelog/0.0.2/2026-07-20-web-app.md         |  99 +++
 ...-07-21-model-reference-and-review-fixes.md |  17 +
 changelog/0.0.2/README.md                     |  17 +
 changelog/README.md                           |  10 +
 install.sh                                    |   2 +-
 package.json                                  |   9 +-
 packages/cli/package.json                     |   2 +-
 packages/cli/src/commands/chat.ts             |  17 +-
 packages/cli/src/commands/config.ts           |  25 +-
 packages/cli/src/commands/run.ts              |  16 +-
 packages/cli/src/i18n.ts                      |  20 +-
 packages/cli/test/config-model.test.ts        |  46 +-
 packages/cli/test/model-ref-pairing.test.ts   | 106 +++
 packages/core/package.json                    |   2 +-
 packages/core/src/agent.ts                    |  44 +-
 .../src/environment/tools/run-subagent.ts     |  10 +
 packages/core/src/index.ts                    |  10 +-
 packages/core/src/interfaces.ts               |   8 +-
 packages/core/src/internal/session-support.ts |   4 +-
 packages/core/src/llm/generative-model.ts     | 185 +++--
 packages/core/src/omnimessage/builders.ts     |  39 +-
 packages/core/src/omnimessage/types.ts        |  37 +-
 packages/core/src/session-title.ts            |  41 +-
 packages/core/src/session.ts                  |  33 +-
 packages/core/src/state/agent-state.ts        |  10 +
 packages/core/src/state/default-config.ts     |  15 +-
 packages/core/src/state/model-catalog.ts      | 660 ++++++++++++++----
 packages/core/src/state/project-config.ts     |  60 +-
 packages/core/test/agent.test.ts              |  89 +--
 packages/core/test/builtin-agents.test.ts     |   2 +
 packages/core/test/llm.test.ts                | 208 ++++--
 packages/core/test/model-catalog.test.ts      | 202 +++++-
 packages/core/test/session-title.test.ts      |  23 +
 packages/core/test/state.test.ts              | 109 ++-
 packages/core/test/subagent.test.ts           |  54 +-
 packages/docs/content/cli.en.md               |  10 +-
 packages/docs/content/cli.zh.md               |  10 +-
 packages/docs/content/configuration.en.md     |  11 +-
 packages/docs/content/configuration.zh.md     |  11 +-
 packages/docs/content/installation.en.md      |   4 +-
 packages/docs/content/installation.zh.md      |   4 +-
 packages/docs/content/interfaces.en.md        |   4 +-
 packages/docs/content/interfaces.zh.md        |   4 +-
 packages/docs/content/models.en.md            |   9 +-
 packages/docs/content/models.zh.md            |   9 +-
 packages/docs/content/omni-message.en.md      |  30 +-
 packages/docs/content/omni-message.zh.md      |  30 +-
 packages/docs/content/quickstart.en.md        |   8 +-
 packages/docs/content/quickstart.zh.md        |   8 +-
 packages/docs/content/server-api.en.md        |  22 +-
 packages/docs/content/server-api.zh.md        |  22 +-
 .../docs/content/sessions-and-traces.en.md    |   2 +-
 .../docs/content/sessions-and-traces.zh.md    |   2 +-
 packages/docs/content/skills.en.md            |  15 +-
 packages/docs/content/skills.zh.md            |  15 +-
 packages/docs/content/web-app.en.md           |   2 +-
 packages/docs/content/web-app.zh.md           |   2 +-
 packages/docs/src/components/nav.tsx          |  92 ++-
 packages/docs/src/lib/strings-en.ts           |   8 +-
 packages/docs/src/lib/strings.ts              |  10 +-
 .../content/blog/fireworks-credits-amd.en.md  |  84 +++
 .../content/blog/fireworks-credits-amd.zh.md  |  84 +++
 .../blog/introducing-penguinharness.en.md     | 122 ++--
 .../blog/introducing-penguinharness.zh.md     | 112 ++-
 .../public/blog-assets/benchmark-light.svg    |  48 ++
 .../public/blog-assets/rag-app-en-light.webp  | Bin 0 -> 78026 bytes
 .../public/blog-assets/rag-app-zh-light.webp  | Bin 0 -> 72464 bytes
 packages/landing/public/install.sh            |  21 +
 .../landing/scripts/capture-game-mockup.mjs   |  62 ++
 .../landing/scripts/capture-readme-demo.mjs   |  65 ++
 packages/landing/scripts/capture-shots.mjs    | 190 +++--
 .../landing/scripts/penguin-game-mockup.html  | 333 +++++++++
 packages/landing/scripts/rag-app-mockup.html  | 439 ++++++++++++
 .../landing/scripts/render-benchmark-svg.mjs  | 179 +++++
 .../landing/src/assets/evo-poster-en.webp     | Bin 0 -> 37598 bytes
 .../landing/src/assets/evo-poster-zh.webp     | Bin 0 -> 36820 bytes
 packages/landing/src/assets/game-en-dark.webp | Bin 0 -> 40492 bytes
 .../landing/src/assets/game-en-light.webp     | Bin 0 -> 40144 bytes
 packages/landing/src/assets/game-zh-dark.webp | Bin 0 -> 39898 bytes
 .../landing/src/assets/game-zh-light.webp     | Bin 0 -> 39498 bytes
 .../landing/src/assets/rag-app-en-dark.webp   | Bin 0 -> 72188 bytes
 .../landing/src/assets/rag-app-en-light.webp  | Bin 0 -> 78026 bytes
 .../landing/src/assets/rag-app-zh-dark.webp   | Bin 0 -> 65760 bytes
 .../landing/src/assets/rag-app-zh-light.webp  | Bin 0 -> 72464 bytes
 .../src/assets/shots/benchmark-en-dark.webp   | Bin 66474 -> 66942 bytes
 .../src/assets/shots/benchmark-en-light.webp  | Bin 67510 -> 67430 bytes
 .../src/assets/shots/benchmark-zh-dark.webp   | Bin 67818 -> 67496 bytes
 .../src/assets/shots/benchmark-zh-light.webp  | Bin 68446 -> 68004 bytes
 .../src/assets/shots/chat-en-dark.webp        | Bin 91678 -> 95850 bytes
 .../src/assets/shots/chat-en-light.webp       | Bin 93604 -> 97640 bytes
 .../src/assets/shots/chat-zh-dark.webp        | Bin 87192 -> 89818 bytes
 .../src/assets/shots/chat-zh-light.webp       | Bin 88258 -> 91202 bytes
 .../src/assets/shots/traces-en-dark.webp      | Bin 37260 -> 87610 bytes
 .../src/assets/shots/traces-en-light.webp     | Bin 37818 -> 85582 bytes
 .../src/assets/shots/traces-zh-dark.webp      | Bin 90428 -> 87312 bytes
 .../src/assets/shots/traces-zh-light.webp     | Bin 88862 -> 85566 bytes
 .../src/components/announcement-bar.tsx       | 122 ++++
 .../landing/src/components/demo-video.tsx     |  45 ++
 packages/landing/src/components/icons.tsx     |  16 +
 packages/landing/src/components/nav.tsx       |  61 +-
 packages/landing/src/lib/benchmark-data.ts    |  86 ++-
 packages/landing/src/lib/links.ts             |  22 +-
 packages/landing/src/lib/strings-en.ts        |  96 ++-
 packages/landing/src/lib/strings.ts           |  94 ++-
 packages/landing/src/lib/use-scroll-spy.ts    |  48 ++
 packages/landing/src/pages/home.tsx           |   8 +-
 packages/landing/src/router.tsx               |   2 +
 packages/landing/src/sections/benchmark.tsx   |  25 +-
 packages/landing/src/sections/cases.tsx       | 142 ++++
 packages/landing/src/sections/community.tsx   |  49 ++
 packages/landing/src/sections/compare.tsx     | 126 ++++
 packages/landing/src/sections/features.tsx    | 137 +++-
 .../landing/src/sections/self-improve.tsx     | 128 +++-
 packages/landing/src/sections/showcase.tsx    | 112 ---
 packages/landing/src/styles.css               |  25 +
 packages/landing/test/benchmark-data.test.ts  |  48 +-
 packages/server/README.md                     |   2 +-
 packages/server/package.json                  |   2 +-
 packages/server/src/api/types.ts              |  38 +-
 packages/server/src/auth/service.ts           |   4 +-
 packages/server/src/http/routes/models.ts     |   4 +
 packages/server/src/http/routes/schedules.ts  |   3 +-
 packages/server/src/http/routes/sessions.ts   |  27 +-
 packages/server/src/http/routes/vault.ts      |   7 +-
 packages/server/src/index.ts                  |   2 +-
 packages/server/src/runtime/channel.ts        |  10 +-
 packages/server/src/runtime/schedule-file.ts  |  31 +-
 packages/server/src/runtime/schedule-store.ts |  18 +-
 packages/server/src/runtime/scheduler.ts      | Bin 16688 -> 16747 bytes
 .../server/src/runtime/session-manager.ts     |  82 ++-
 .../server/src/runtime/title-generator.ts     |  13 +-
 packages/server/src/services/agent-service.ts |  35 +-
 .../src/services/project-config-service.ts    | 125 +++-
 .../server/src/services/session-service.ts    |  39 +-
 packages/server/test/model-probe.test.ts      |  99 +++
 packages/server/test/models.test.ts           | Bin 23553 -> 23558 bytes
 packages/server/test/schedule-file.test.ts    |   9 +
 packages/server/test/scheduler.test.ts        |  44 +-
 packages/server/test/schedules.test.ts        |  27 +-
 packages/server/test/session-index.test.ts    |  15 +
 packages/server/test/session-manager.test.ts  | 178 ++++-
 packages/server/test/skills.test.ts           |  27 +-
 packages/server/test/title-generator.test.ts  |  11 +
 packages/server/test/vault.test.ts            |  69 +-
 packages/server/test/workspace-files.test.ts  |  31 +
 packages/skills/README.md                     |  13 +-
 .../skills/skills/agent-creation/SKILL.md     |  22 +-
 .../skills/skills/agenthub-models/SKILL.md    |  18 +-
 packages/skills/skills/firecrawl/SKILL.md     |  69 ++
 packages/skills/skills/firecrawl/icon.svg     |   3 +
 packages/skills/skills/penguin-cli/SKILL.md   |  14 +-
 packages/skills/skills/penguin-sdk/SKILL.md   | 303 +++++++-
 packages/skills/skills/web-design/SKILL.md    | 104 ++-
 packages/skills/src/index.ts                  |  36 +-
 packages/skills/test/skills.test.ts           |  78 +--
 packages/web/e2e/auth.mjs                     |   4 +-
 packages/web/e2e/skills.spec.mjs              |  11 +-
 packages/web/src/api/endpoints.ts             |   6 +-
 .../account/change-password-dialog.tsx        |   1 +
 .../web/src/components/ui/password-input.tsx  |   2 +
 .../web/src/components/ui/provider-logo.tsx   |  42 +-
 .../web/src/features/agents/agents-page.tsx   |  10 +
 .../web/src/features/agents/schedules-tab.tsx |  76 +-
 packages/web/src/features/chat/chat-input.tsx | 178 +++--
 packages/web/src/features/chat/draft-view.tsx | 209 +++++-
 .../web/src/features/chat/live-duration.tsx   |   7 +-
 packages/web/src/features/chat/md.tsx         |  76 ++
 .../web/src/features/chat/message-item.tsx    |   7 +-
 .../web/src/features/chat/message-stream.tsx  | 178 ++++-
 packages/web/src/features/chat/slash-token.ts |  42 ++
 .../web/src/features/chat/stream-follow.ts    |   8 +
 .../web/src/features/chat/thinking-block.tsx  |   5 +-
 .../src/features/chat/use-session-stream.ts   |  33 +-
 packages/web/src/features/chat/work-group.tsx |  34 +-
 .../web/src/features/chat/work-summary.ts     |  72 +-
 .../src/features/chat/workspace-browser.tsx   |  13 +-
 .../web/src/features/models/catalog-sync.ts   |  74 ++
 .../web/src/features/models/model-grouping.ts |  10 +
 .../web/src/features/models/models-page.tsx   | 271 ++++++-
 .../web/src/features/models/speed-test.ts     |  25 +
 .../src/features/skills/skill-icon-view.tsx   |  34 +
 .../web/src/features/skills/skills-page.tsx   | 232 ++++--
 .../src/features/traces/trace-file-view.tsx   |  16 +-
 packages/web/src/lib/format.ts                |  11 +
 .../web/src/lib/omni/stream-controller.ts     |  27 +-
 packages/web/src/lib/strings-en.ts            |  85 ++-
 packages/web/src/lib/strings.ts               |  87 ++-
 packages/web/src/styles.css                   |   6 +
 packages/web/test/agent-mentions.test.ts      |   1 +
 packages/web/test/catalog-sync.test.ts        | 153 ++++
 packages/web/test/model-grouping.test.ts      |  32 +-
 packages/web/test/skill-outdated.test.ts      |  41 ++
 packages/web/test/slash-token.test.ts         |  53 ++
 packages/web/test/speed-test.test.ts          |  24 +
 packages/web/test/stream-controller.test.ts   |  42 +-
 packages/web/test/stream-follow.test.ts       |  16 +
 packages/web/test/work-summary.test.ts        |  56 +-
 pnpm-lock.yaml                                | 148 +++-
 scripts/dev-prebuild.mjs                      | 168 +++++
 214 files changed, 9406 insertions(+), 1688 deletions(-)
 create mode 100644 CHANGELOG.md
 create mode 100644 CONTRIBUTING.md
 create mode 100644 assets/readme/benchmark-dark.svg
 create mode 100644 assets/readme/benchmark-light.svg
 create mode 100644 assets/readme/rag-app-en-dark.webp
 create mode 100644 assets/readme/rag-app-en-light.webp
 create mode 100644 assets/readme/rag-app-zh-dark.webp
 create mode 100644 assets/readme/rag-app-zh-light.webp
 create mode 100644 changelog/0.0.2/2026-07-20-landing-site.md
 create mode 100644 changelog/0.0.2/2026-07-20-models-and-credentials.md
 create mode 100644 changelog/0.0.2/2026-07-20-readme-blog-and-docs.md
 create mode 100644 changelog/0.0.2/2026-07-20-skills.md
 create mode 100644 changelog/0.0.2/2026-07-20-tooling.md
 create mode 100644 changelog/0.0.2/2026-07-20-web-app.md
 create mode 100644 changelog/0.0.2/2026-07-21-model-reference-and-review-fixes.md
 create mode 100644 changelog/0.0.2/README.md
 create mode 100644 changelog/README.md
 create mode 100644 packages/cli/test/model-ref-pairing.test.ts
 create mode 100644 packages/landing/content/blog/fireworks-credits-amd.en.md
 create mode 100644 packages/landing/content/blog/fireworks-credits-amd.zh.md
 create mode 100644 packages/landing/public/blog-assets/benchmark-light.svg
 create mode 100644 packages/landing/public/blog-assets/rag-app-en-light.webp
 create mode 100644 packages/landing/public/blog-assets/rag-app-zh-light.webp
 create mode 100644 packages/landing/public/install.sh
 create mode 100644 packages/landing/scripts/capture-game-mockup.mjs
 create mode 100644 packages/landing/scripts/capture-readme-demo.mjs
 create mode 100644 packages/landing/scripts/penguin-game-mockup.html
 create mode 100644 packages/landing/scripts/rag-app-mockup.html
 create mode 100644 packages/landing/scripts/render-benchmark-svg.mjs
 create mode 100644 packages/landing/src/assets/evo-poster-en.webp
 create mode 100644 packages/landing/src/assets/evo-poster-zh.webp
 create mode 100644 packages/landing/src/assets/game-en-dark.webp
 create mode 100644 packages/landing/src/assets/game-en-light.webp
 create mode 100644 packages/landing/src/assets/game-zh-dark.webp
 create mode 100644 packages/landing/src/assets/game-zh-light.webp
 create mode 100644 packages/landing/src/assets/rag-app-en-dark.webp
 create mode 100644 packages/landing/src/assets/rag-app-en-light.webp
 create mode 100644 packages/landing/src/assets/rag-app-zh-dark.webp
 create mode 100644 packages/landing/src/assets/rag-app-zh-light.webp
 create mode 100644 packages/landing/src/components/announcement-bar.tsx
 create mode 100644 packages/landing/src/components/demo-video.tsx
 create mode 100644 packages/landing/src/lib/use-scroll-spy.ts
 create mode 100644 packages/landing/src/sections/cases.tsx
 create mode 100644 packages/landing/src/sections/community.tsx
 create mode 100644 packages/landing/src/sections/compare.tsx
 delete mode 100644 packages/landing/src/sections/showcase.tsx
 create mode 100644 packages/server/test/model-probe.test.ts
 create mode 100644 packages/skills/skills/firecrawl/SKILL.md
 create mode 100644 packages/skills/skills/firecrawl/icon.svg
 create mode 100644 packages/web/src/features/chat/md.tsx
 create mode 100644 packages/web/src/features/chat/slash-token.ts
 create mode 100644 packages/web/src/features/models/catalog-sync.ts
 create mode 100644 packages/web/src/features/models/speed-test.ts
 create mode 100644 packages/web/test/catalog-sync.test.ts
 create mode 100644 packages/web/test/skill-outdated.test.ts
 create mode 100644 packages/web/test/slash-token.test.ts
 create mode 100644 packages/web/test/speed-test.test.ts
 create mode 100644 scripts/dev-prebuild.mjs

diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..83dc026
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,6 @@
+# Changelog
+
+One brief line per release. Per-release detail lives in [`changelog/<version>/`](changelog/).
+
+- **0.0.2** — unreleased. ([details](changelog/0.0.2/README.md))
+- **0.0.1** — 2026-07-19. First tagged release; changelog history starts after this tag.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..27d800f
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,100 @@
+# Contributing to PenguinHarness
+
+Thanks for helping build PenguinHarness! This guide covers the workspace setup, daily
+commands, quality gates, and the repo's working rules.
+
+## Prerequisites
+
+- Node >= 24
+- pnpm 10 (`corepack enable` or `npm install -g pnpm`)
+
+## Setup and daily commands
+
+```bash
+pnpm install
+pnpm build       # build first: core's exports point at dist/
+
+pnpm dev         # backend + web app together (prefixed logs, deps built once)
+pnpm dev:server  # backend at 127.0.0.1:7364
+pnpm dev:web     # web app (Vite) at 127.0.0.1:7365, /api proxied
+pnpm dev:docs    # docs site (Vite) at 127.0.0.1:7367
+pnpm dev:landing # landing page (Vite) at 127.0.0.1:7366
+
+BASE_PATH=/ pnpm build:site   # assemble landing + docs exactly like the Pages deploy
+```
+
+Every dev command runs `scripts/dev-prebuild.mjs` first, which (behind a lock that
+serializes concurrent invocations) **keeps `pnpm install` current automatically** — a
+fresh clone or a pulled lockfile change installs before starting, and an up-to-date tree
+pays nothing (the lockfile hash is stamped) — then prebuilds the workspace deps (skills,
+core) with back-to-back builds deduped: starting `dev:server` and `dev:web` at the same
+time (or just `pnpm dev`) installs and builds exactly once. `dev:docs` / `dev:landing`
+run the install check only (`--install-only`).
+
+Copy `.env.example` to `.env` for model credentials in development.
+
+## Repo layout
+
+A pnpm monorepo (TypeScript, Node >= 24). One install ships four layers that share a
+single data directory (`~/.penguin/data`) and a single message protocol (OmniMessage):
+
+| Package                              | Name                          | Role                                                                                                    |
+| ------------------------------------ | ----------------------------- | ------------------------------------------------------------------------------------------------------- |
+| [`packages/core`](packages/core)     | `@prismshadow/penguin-core`   | SDK & engine: ReAct loop, OmniMessage protocol, LLM/Environment interface contracts, Agent State, Trace |
+| [`packages/cli`](packages/cli)       | `@prismshadow/penguin-cli`    | The `penguin` command: REPL, one-shot runs, model & vault config, service launcher                      |
+| [`packages/server`](packages/server) | `@prismshadow/penguin-server` | Web backend: HTTP API + SSE streaming, multi-user auth, Project authorization, usage stats              |
+| [`packages/web`](packages/web)       | `@prismshadow/penguin-web`    | Web App: multi-session chat, Agent/skill/model management, Trace observability, evaluation center       |
+| [`packages/skills`](packages/skills) | `@prismshadow/penguin-skills` | Built-in skill library (agent creation, benchmarking, evaluation, optimization, …)                      |
+| [`packages/landing`](packages/landing) | —                           | Product landing page (this repo's website)                                                              |
+| [`packages/docs`](packages/docs)     | —                             | Documentation site (bilingual, deployed under `/docs/`)                                                 |
+
+Responsibilities split by source of truth: the **SDK** owns protocol and execution
+(message parsing, the agent loop, tools), the **Server** owns the multi-user runtime
+(auth, SSE streaming, scheduled tasks), and the **file layer** under `~/.penguin/data`
+owns everything editable and recorded (prompts, Skills, secrets, Traces). The full map
+is in [Architecture → Division of responsibilities](https://penguin.ooo/docs/architecture).
+
+## Quality gates
+
+CI runs all of these on every PR — run them locally before pushing:
+
+```bash
+pnpm format:check   # prettier
+pnpm typecheck
+pnpm test           # unit suites for every package
+```
+
+End-to-end suites (optional locally, slower):
+
+```bash
+npx playwright install chromium                      # once
+pnpm --filter @prismshadow/penguin-web test:e2e      # browser e2e against a mock LLM
+pnpm test:e2e                                        # core live-model e2e, needs DEEPSEEK_API_KEY
+```
+
+## Working rules
+
+- **English is the repository's working language** — code, comments, error/log messages,
+  test names and fixtures, package metadata, and developer docs. Chinese appears only
+  where it is the content itself: zh i18n catalogs and fields (`strings.ts` dictionaries,
+  CLI `i18n.ts`, `titleZh`, `short_description_zh`), `*.zh.md` documents, and test
+  literals that assert zh i18n output or exercise CJK-specific behavior.
+- **Every change ships with a changelog entry**: add
+  `changelog/<version>/YYYY-MM-DD-<semantic-id>.md` under the next unreleased version
+  (released versions' folders are frozen) — an H1 title, a one-sentence summary
+  paragraph, then details — and add a one-line link for it to that version's index,
+  `changelog/<version>/README.md`. The layout is documented in
+  [`changelog/README.md`](changelog/README.md). Related changes may share one entry
+  file (extending its details) instead of opening a new file per small change.
+- README assets under `assets/readme/` are generated — the benchmark charts from the
+  landing benchmark data, and the demo screenshots via
+  `node packages/landing/scripts/capture-readme-demo.mjs` (build first; needs Playwright
+  chromium). Regenerate rather than hand-editing.
+
+## Pull requests
+
+- Branch from `main`; keep PRs focused on one topic.
+- Make sure CI is green (build, format, typecheck, tests) and describe user-visible
+  changes in the PR body.
+- New user-facing behavior should come with tests, and with docs updates when it changes
+  documented behavior (README, docs site).
diff --git a/README.md b/README.md
index 29ff03f..2c2de29 100644
--- a/README.md
+++ b/README.md
@@ -4,12 +4,9 @@
 
 <h1 align="center">PenguinHarness</h1>
 
-<p align="center"><b>Efficient Self-Improving Harness for Everyone</b></p>
+<p align="center"><b>With LangChain, you build agents by hand — at 1× speed.<br />With PenguinHarness, agents build agents — at 100×.</b></p>
 
-<p align="center">
-  Open-source, local-first infrastructure that builds AI agents for you —
-  from automatic agent construction to recursive self-improvement.
-</p>
+<p align="center">A zero-code Harness CLI and Web UI, connected to 1000+ models.</p>
 
 <p align="center">
   <a href="https://github.com/Prism-Shadow/penguin-harness/actions/workflows/ci.yml"><img src="https://github.com/Prism-Shadow/penguin-harness/actions/workflows/ci.yml/badge.svg" alt="CI" /></a>
@@ -19,58 +16,105 @@
 </p>
 
 <p align="center">
-  English | <a href="README.zh.md">简体中文</a> ·
-  <a href="https://penguin.ooo/">Website</a> ·
-  <a href="https://penguin.ooo/docs/">Docs</a> ·
-  <a href="https://penguin.ooo/blog">Blog</a>
+  <a href="https://penguin.ooo/"><img src="https://img.shields.io/badge/Website-penguin.ooo-1f6feb?logo=googlechrome&logoColor=white" alt="Website" /></a>
+  <a href="https://penguin.ooo/docs/"><img src="https://img.shields.io/badge/Docs-penguin.ooo%2Fdocs-1f6feb?logo=readthedocs&logoColor=white" alt="Docs" /></a>
+  <a href="https://penguin.ooo/blog"><img src="https://img.shields.io/badge/Blog-penguin.ooo%2Fblog-1f6feb?logo=rss&logoColor=white" alt="Blog" /></a>
 </p>
 
 <p align="center">
-  <picture>
-    <source media="(prefers-color-scheme: dark)" srcset="packages/landing/src/assets/shots/chat-en-dark.webp" />
-    <img src="packages/landing/src/assets/shots/chat-en-light.webp" alt="PenguinHarness Web App — multi-session chat with live streaming tool calls" width="920" />
-  </picture>
+  <a href="https://discord.gg/eFHKqqcU3D"><img src="https://img.shields.io/badge/Discord-join%20chat-5865F2?logo=discord&logoColor=white" alt="Discord" /></a>
+  <a href="https://x.com/code_hiyouga"><img src="https://img.shields.io/badge/X-code%5Fhiyouga-000000?logo=x&logoColor=white" alt="X (Twitter)" /></a>
+  <a href="https://github.com/Prism-Shadow/penguin-harness-community/blob/main/wechat/group.jpg"><img src="https://img.shields.io/badge/WeChat-user%20group-07C160?logo=wechat&logoColor=white" alt="WeChat" /></a>
 </p>
 
----
+<p align="center">English | <a href="README.zh.md">简体中文</a></p>
 
 ## Why PenguinHarness
 
-- **Simplest Is the Best** — a deliberately minimal toolset over clean low-level interfaces: fewer tool calls, fewer tokens, complex tasks done efficiently.
-- **Harness for Building Agents** — with the PenguinHarness SDK, an Agent builds complete Agent applications for you, autonomously, from scratch.
-- **Harness for Recursive Self-Improvement** — with PenguinHarness Skills, an Agent evaluates and optimizes itself: benchmark, find the lost points, ship version N+1, snapshot before every round.
-- **Local-first and lightweight** — 100% open source, runs on a single CPU, your data never leaves the machine. 1000+ online and local models reachable through one gateway.
-- **Everything observable** — every request, tool call and approval decision lands in an append-only Trace; any Session can be resumed from it.
+Three reasons, in deliberate order — from task quality, to how agents get built, to how they keep improving.
 
-## Quickstart
+### 1. 🏆 Comparable quality, one to two orders of magnitude cheaper
 
-Install with one command (Linux / macOS, x64 / arm64, bundled Node runtime):
+A deliberately minimal toolset over clean low-level interfaces: fewer tool calls, fewer tokens — deeply tuned for open models like DeepSeek. Each harness on the model it is normally paired with, same tasks, head-to-head:
 
-```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="assets/readme/benchmark-dark.svg" />
+    <img src="assets/readme/benchmark-light.svg" alt="Benchmark: PenguinHarness leads the data-analysis suite and ties OpenAI Codex on coding, at a small fraction of both rivals' cost" width="920" />
+  </picture>
+</p>
+
+**Best accuracy on data analysis — at 1/70 of Claude Code's cost.**
+
+### 2. ⚡ One sentence, and an Agent builds your Agent app
+
+Type one sentence, and an Agent builds the complete Agent application for you — scaffold, code, and run instructions, end to end:
+
+```text
+Collect the docs from https://github.com/ericbuess/claude-code-docs and build a RAG app that answers Claude Code questions as a configuration expert, citing its sources.
 ```
 
-Or via npm (requires Node >= 24; the command it installs is `penguin`):
+And this is the finished product — a docs expert with retrieval, cited sources that link to the original files, and example questions built in:
+
+https://github.com/user-attachments/assets/9b7033e8-f08a-4c3f-bd33-547896664e6e
+
+**And generating this entire RAG app burned just $0.02 (¥0.2) of tokens — on DeepSeek V4 Pro.**
+
+### 3. 🧬 Self-evolution: it gets stronger with use
+
+With PenguinHarness Skills, an Agent evaluates and optimizes itself: run the benchmark, find the lost points, ship version N+1 — with a snapshot before every round, and every request observable in the Trace view.
+
+https://github.com/user-attachments/assets/922d13a6-5ffc-4685-9a39-352f02f9afc0
+
+## Supported Models
+
+| Model            | Providers                                                                        |
+| ---------------- | -------------------------------------------------------------------------------- |
+| DeepSeek V4      | DeepSeek, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan                 |
+| Kimi K3          | OpenRouter, Qwen Pay-As-You-Go                                                   |
+| Kimi K2.6        | Moonshot AI                                                                      |
+| GLM 5.2          | Z.AI, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan, Qwen Pay-As-You-Go |
+| Hunyuan 3        | OpenRouter                                                                       |
+| Qwen 3.8 Max     | Qwen Token Plan (preview)                                                        |
+| GPT 5.5          | OpenAI, OpenRouter                                                               |
+| Gemini 3.5 Flash | Google Gemini, OpenRouter                                                        |
+| Claude Opus 4.8  | Anthropic, OpenRouter                                                            |
+
+Any OpenAI-protocol endpoint is supported: pick a preset above, or point a custom endpoint at any of the 1000+ online and local models.
+
+## Requirements
+
+| Requirement  | Supported                                                                  |
+| ------------ | -------------------------------------------------------------------------- |
+| OS           | Linux, macOS                                                               |
+| Architecture | x64, arm64                                                                 |
+| Runtime      | bundled by the one-line installer (npm installs need Node >= 24)           |
+| Model        | an API key for at least one model                                          |
+
+## Installation
+
+### 🌐 Web App — for humans
+
+🚀 Install and launch the full experience (multi-session chat, Agent/skill/model management, usage stats, Trace observability, evaluation center):
 
 ```bash
-npm install -g @prismshadow/penguin-cli
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # start the service and open http://127.0.0.1:7364 (first login: admin / penguin-2026)
 ```
 
-Then launch the Web App — or stay in the terminal:
+📦 Or via npm: `npm install -g @prismshadow/penguin-cli`. Configure models on the in-app Models page, then chat.
+
+### 🤖 CLI & SDK — for agents
+
+The same engine, scriptable — made to be driven by agents (and agents building agents):
 
 ```bash
-penguin web        # start the service and open http://127.0.0.1:7364 (first login: admin / admin123)
-penguin server     # same service, headless
-
-# configure a model once (or use the in-app Models page)
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
-
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
 penguin run -m "Create hello.txt containing Hello, Penguin"   # one-shot task
 penguin chat       # interactive REPL (/compact, /exit, Ctrl-C to interrupt)
+penguin server     # headless service (same API the Web App uses)
 ```
 
-Using the SDK directly:
-
 ```ts
 import { createAgent, isCompleteModelMessage, userText } from "@prismshadow/penguin-core";
 
@@ -86,45 +130,38 @@ for await (const output of session.run([userText("Create hello.txt containing hi
 }
 ```
 
-## What's inside
+## Roadmap
 
-A pnpm monorepo (TypeScript, Node >= 24). One install ships four layers that share a single data directory (`~/.penguin/data`) and a single message protocol (OmniMessage):
-
-| Package | Name | Role |
-| --- | --- | --- |
-| [`packages/core`](packages/core) | `@prismshadow/penguin-core` | SDK & engine: ReAct loop, OmniMessage protocol, LLM/Environment interface contracts, Agent State, Trace |
-| [`packages/cli`](packages/cli) | `@prismshadow/penguin-cli` | The `penguin` command: REPL, one-shot runs, model & vault config, service launcher |
-| [`packages/server`](packages/server) | `@prismshadow/penguin-server` | Web backend: HTTP API + SSE streaming, multi-user auth, Project authorization, usage stats |
-| [`packages/web`](packages/web) | `@prismshadow/penguin-web` | Web App: multi-session chat, Agent/skill/model management, Trace observability, evaluation center |
-| [`packages/skills`](packages/skills) | `@prismshadow/penguin-skills` | Built-in skill library (agent creation, benchmarking, evaluation, optimization, …) |
-| [`packages/landing`](packages/landing) | — | Product landing page (this repo's website) |
-| [`packages/docs`](packages/docs) | — | Documentation site (bilingual, deployed under `/docs/`) |
-
-Responsibilities split by source of truth: the **SDK** owns protocol and execution (message parsing, the agent loop, tools), the **Server** owns the multi-user runtime (auth, SSE streaming, scheduled tasks), and the **file layer** under `~/.penguin/data` owns everything editable and recorded (prompts, Skills, secrets, Traces). The full design-by-design map is in [Architecture → Division of responsibilities](https://penguin.ooo/docs/architecture).
-
-## Documentation
-
-The docs site covers both usage and design: [Introduction](https://penguin.ooo/docs/) · [Quickstart](https://penguin.ooo/docs/quickstart) · [Architecture](https://penguin.ooo/docs/architecture) · [The OmniMessage Protocol](https://penguin.ooo/docs/omni-message) · [Core Interfaces](https://penguin.ooo/docs/interfaces) · [The Agent Loop](https://penguin.ooo/docs/agent-loop) · [CLI Reference](https://penguin.ooo/docs/cli) · [Server API](https://penguin.ooo/docs/server-api) · [Configuration](https://penguin.ooo/docs/configuration)
-
-Every doc page has a "Copy Markdown" button, so you can paste it straight into a model context.
+- [ ] Public release of the benchmark suite
+- [ ] Desktop app
+- [ ] Windows support
+- More to come…
 
 ## Development
 
 ```bash
-pnpm install
-pnpm build       # build first: core's exports point at dist/
-pnpm typecheck
-pnpm test
-
-pnpm dev:server  # backend at 127.0.0.1:7364
-pnpm dev:web     # web app (Vite) at 127.0.0.1:7365, /api proxied
-pnpm dev:docs    # docs site (Vite) at 127.0.0.1:7367
-
-BASE_PATH=/ pnpm build:site   # assemble landing + docs exactly like the Pages deploy
+pnpm install && pnpm build   # build first: core's exports point at dist/
+pnpm dev                     # backend + web app together (prefixed logs, deps built once)
 ```
 
-Copy `.env.example` to `.env` for model credentials in development. E2E tests run against a live model (`pnpm test:e2e`, needs `DEEPSEEK_API_KEY`).
+See [CONTRIBUTING.md](CONTRIBUTING.md) for the full workspace guide: dev commands, quality gates, repo layout, and the changelog rule.
+
+## Citation
+
+If you use PenguinHarness in your research, please cite:
+
+```bibtex
+@software{penguinharness2026,
+  author  = {{PrismShadow Team}},
+  title   = {PenguinHarness: Efficient Self-Improving Harness for Everyone},
+  year    = {2026},
+  url     = {https://github.com/Prism-Shadow/penguin-harness},
+  license = {Apache-2.0}
+}
+```
 
 ## License
 
 [Apache-2.0](LICENSE) © 2026 Prism Shadow
+
+Built with ❤️ by [Yaowei Zheng](https://github.com/hiyouga) (author of [LlamaFactory](https://github.com/hiyouga/LlamaFactory)), the [PrismShadow AI Team](https://github.com/Prism-Shadow), and [Fable 5](https://www.anthropic.com/news/claude-fable-5-mythos-5).
diff --git a/README.zh.md b/README.zh.md
index 5a3bf2e..913fe44 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -4,11 +4,9 @@
 
 <h1 align="center">PenguinHarness</h1>
 
-<p align="center"><b>Efficient Self-Improving Harness for Everyone</b></p>
+<p align="center"><b>使用 LangChain，以 1 倍速度人工构建 Agent；<br />使用 PenguinHarness，以 100 倍速度用 Agent 构建 Agent。</b></p>
 
-<p align="center">
-  开源、本地优先的 AI Agent 基础设施——从自动构建 Agent 到递归自我进化。
-</p>
+<p align="center">零代码 Harness CLI 与 Web UI，连接 1000+ 模型。</p>
 
 <p align="center">
   <a href="https://github.com/Prism-Shadow/penguin-harness/actions/workflows/ci.yml"><img src="https://github.com/Prism-Shadow/penguin-harness/actions/workflows/ci.yml/badge.svg" alt="CI" /></a>
@@ -18,66 +16,113 @@
 </p>
 
 <p align="center">
-  <a href="README.md">English</a> | 简体中文 ·
-  <a href="https://penguin.ooo/">官网</a> ·
-  <a href="https://penguin.ooo/docs/">文档</a> ·
-  <a href="https://penguin.ooo/blog">博客</a>
+  <a href="https://penguin.ooo/"><img src="https://img.shields.io/badge/%E5%AE%98%E7%BD%91-penguin.ooo-1f6feb?logo=googlechrome&logoColor=white" alt="官网" /></a>
+  <a href="https://penguin.ooo/docs/"><img src="https://img.shields.io/badge/%E6%96%87%E6%A1%A3-penguin.ooo%2Fdocs-1f6feb?logo=readthedocs&logoColor=white" alt="文档" /></a>
+  <a href="https://penguin.ooo/blog"><img src="https://img.shields.io/badge/%E5%8D%9A%E5%AE%A2-penguin.ooo%2Fblog-1f6feb?logo=rss&logoColor=white" alt="博客" /></a>
 </p>
 
 <p align="center">
-  <picture>
-    <source media="(prefers-color-scheme: dark)" srcset="packages/landing/src/assets/shots/chat-zh-dark.webp" />
-    <img src="packages/landing/src/assets/shots/chat-zh-light.webp" alt="PenguinHarness Web App——多 Session 对话与实时流式工具调用" width="920" />
-  </picture>
+  <a href="https://discord.gg/eFHKqqcU3D"><img src="https://img.shields.io/badge/Discord-%E5%8A%A0%E5%85%A5%E8%AE%A8%E8%AE%BA-5865F2?logo=discord&logoColor=white" alt="Discord" /></a>
+  <a href="https://x.com/code_hiyouga"><img src="https://img.shields.io/badge/X-code%5Fhiyouga-000000?logo=x&logoColor=white" alt="X（Twitter）" /></a>
+  <a href="https://github.com/Prism-Shadow/penguin-harness-community/blob/main/wechat/group.jpg"><img src="https://img.shields.io/badge/%E5%BE%AE%E4%BF%A1-%E4%BA%A4%E6%B5%81%E7%BE%A4-07C160?logo=wechat&logoColor=white" alt="微信群" /></a>
 </p>
 
----
+<p align="center"><a href="README.md">English</a> | 简体中文</p>
 
 ## 为什么选择 PenguinHarness
 
-- **Simplest Is the Best**——在干净的底层接口之上刻意保持极简的工具集:更少的工具调用、更少的 Token,高效完成复杂任务。
-- **Harness for Building Agents**——基于 PenguinHarness SDK,由一个 Agent 从零开始为你自主构建完整的 Agent 应用。
-- **Harness for Recursive Self-Improvement**——基于 PenguinHarness Skills,Agent 评估并优化自己:跑 Benchmark、找失分点、产出 N+1 版本,每轮之前先做快照。
-- **本地优先且轻量**——100% 开源,一颗 CPU 即可运行,数据不出机器;经统一网关可接入 1000+ 在线与本地模型。
-- **全量可观测**——每次请求、工具调用与审批决策都以追加方式写入 Trace,任何 Session 均可从 Trace 恢复。
+三个递进的理由——从任务效果，到构建方式，再到进化能力。
 
-## 快速开始
+### 1. 🏆 效果同级，成本低一到两个数量级
 
-一行命令安装(Linux / macOS,x64 / arm64,内嵌 Node 运行时,解压即用):
+刻意精简的工具集配合干净的底层接口：更少的工具调用、更少的 Token，对 DeepSeek 等开放模型深度适配。各自搭配常用模型、同一批任务，正面对比：
 
-```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="assets/readme/benchmark-dark.svg" />
+    <img src="assets/readme/benchmark-light.svg" alt="Benchmark：PenguinHarness 在数据分析题库准确率最高、编程题库与 OpenAI Codex 持平，成本仅为两者的零头" width="920" />
+  </picture>
+</p>
+
+**数据分析准确率最高——成本只有 Claude Code 的 1/70。**
+
+### 2. ⚡ 一句话，让 Agent 构建 Agent 应用
+
+输入一句话，Agent 为你构建完整的 Agent 应用——脚手架、代码、运行说明，一步到位：
+
+```text
+收集 https://github.com/ericbuess/claude-code-docs 的文档，做一个化身 Claude Code 配置专家、回答带来源引用的 RAG 问答应用。
 ```
 
-或经 npm 安装(需系统 Node >= 24,安装后的命令为 `penguin`):
+这是做出来的成品——一个文档专家：检索增强、引用可点击直达原文、内置示例问题：
+
+https://github.com/user-attachments/assets/604eb626-0a5d-4a62-87e3-14ebade1cd5f
+
+**而生成整个 RAG 应用，仅消耗了 0.2 元（$0.02）的 token——使用 DeepSeek V4 Pro 模型。**
+
+### 3. 🧬 自进化，越用越强
+
+借助 PenguinHarness 技能库，Agent 自己评估、自己优化：跑 Benchmark、找失分点、发布 N+1 版——每轮之前自动快照，每个请求都可在轨迹观测中回放。
+
+https://github.com/user-attachments/assets/aec49ae9-b743-467b-b247-37bedfeaa36e
+
+## 支持的模型
+
+| 模型             | 可用供应商                                                                       |
+| ---------------- | -------------------------------------------------------------------------------- |
+| DeepSeek V4      | DeepSeek, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan                 |
+| Kimi K3          | OpenRouter, Qwen Pay-As-You-Go                                                   |
+| Kimi K2.6        | Moonshot AI                                                                      |
+| GLM 5.2          | Z.AI, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan, Qwen Pay-As-You-Go |
+| Hunyuan 3        | OpenRouter                                                                       |
+| Qwen 3.8 Max     | Qwen Token Plan（预览）                                                          |
+| GPT 5.5          | OpenAI, OpenRouter                                                               |
+| Gemini 3.5 Flash | Google Gemini, OpenRouter                                                        |
+| Claude Opus 4.8  | Anthropic, OpenRouter                                                            |
+
+只要是 OpenAI 协议的端点都可以接入：从上表选择预置，或用自定义端点连接 1000+ 在线与本地模型。
+
+## 系统需求
+
+| 需求项   | 支持情况                                          |
+| -------- | ------------------------------------------------- |
+| 操作系统 | Linux、macOS                                      |
+| 架构     | x64、arm64                                        |
+| 运行时   | 一行安装器自带（经 npm 安装需 Node >= 24）        |
+| 模型     | 至少一个模型的 API key                            |
+
+## 安装
+
+### 🌐 Web 应用——面向人
+
+🚀 一行安装，启动完整体验（多会话对话、Agent / 技能 / 模型管理、用量统计、轨迹观测、评估中心）：
 
 ```bash
-npm install -g @prismshadow/penguin-cli
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # 启动服务并打开 http://127.0.0.1:7364（首次登录：admin / penguin-2026）
 ```
 
-然后启动 Web App,或直接留在终端:
+📦 或经 npm 安装：`npm install -g @prismshadow/penguin-cli`。在应用内模型页配置模型后即可对话。
+
+### 🤖 CLI 与 SDK——面向 Agent
+
+同一引擎、可脚本化——为被 Agent 驱动而生（以及让 Agent 构建 Agent）：
 
 ```bash
-penguin web        # 启动服务并打开 http://127.0.0.1:7364(初始账号 admin / admin123)
-penguin server     # 同一服务,无头运行
-
-# 先配置一次模型(也可在 Web 的模型页完成)
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
-
-penguin run -m "创建 hello.txt,内容为 Hello, Penguin"   # 单次任务
-penguin chat       # 交互式 REPL(/compact、/exit,Ctrl-C 中断)
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
+penguin run -m "Create hello.txt containing Hello, Penguin"   # 单次任务
+penguin chat       # 交互式 REPL（/compact、/exit、Ctrl-C 中断）
+penguin server     # 无界面服务（与 Web 应用同一套 API）
 ```
 
-直接使用 SDK:
-
 ```ts
 import { createAgent, isCompleteModelMessage, userText } from "@prismshadow/penguin-core";
 
 const agent = await createAgent({ agentId: "default_agent" });
 const session = await agent.createSession({ workspaceDir: process.cwd() });
 
-for await (const output of session.run([userText("创建 hello.txt 并写入 hi")], {
-  approve: async () => "allow", // 逐个工具审批
+for await (const output of session.run([userText("Create hello.txt containing hi")], {
+  approve: async () => "allow", // 按工具调用逐个审批
 })) {
   if (isCompleteModelMessage(output) && output.payload.type === "text") {
     console.log(output.payload.text);
@@ -85,45 +130,38 @@ for await (const output of session.run([userText("创建 hello.txt 并写入 hi"
 }
 ```
 
-## 仓库结构
+## 路线图
 
-pnpm monorepo(TypeScript,Node >= 24)。一次安装交付四层组件,共享同一数据目录(`~/.penguin/data`)与同一消息协议(OmniMessage):
+- [ ] Benchmark 套件正式发布
+- [ ] 桌面端应用
+- [ ] Windows 系统支持
+- 更多规划，敬请期待……
 
-| 目录 | 包名 | 职责 |
-| --- | --- | --- |
-| [`packages/core`](packages/core) | `@prismshadow/penguin-core` | SDK 与引擎:ReAct 循环、OmniMessage 协议、LLM/Environment 接口契约、Agent State、Trace |
-| [`packages/cli`](packages/cli) | `@prismshadow/penguin-cli` | `penguin` 命令:REPL、单次运行、模型与 Vault 配置、服务启动 |
-| [`packages/server`](packages/server) | `@prismshadow/penguin-server` | Web 服务端:HTTP API + SSE 流式、多用户认证、Project 授权、用量统计 |
-| [`packages/web`](packages/web) | `@prismshadow/penguin-web` | Web App:多 Session 对话、Agent/技能/模型管理、Trace 观测、评估中心 |
-| [`packages/skills`](packages/skills) | `@prismshadow/penguin-skills` | 内置技能库(Agent 创建、Benchmark 设计、评估、优化等) |
-| [`packages/landing`](packages/landing) | — | 产品落地页(本仓库官网) |
-| [`packages/docs`](packages/docs) | — | 文档站(双语,部署于 `/docs/` 路径) |
-
-职责按事实来源划分:**SDK** 负责协议与执行(消息解析、运行循环、工具),**Server** 负责多用户运行时(认证、SSE 流式、定时任务),`~/.penguin/data` 下的**文件层**承载一切可编辑与被记录的状态(Prompt、Skill、密钥、Trace)。逐项对应表见[架构总览 → 职责划分](https://penguin.ooo/docs/architecture)。
-
-## 文档
-
-文档站覆盖使用与设计两个层面:[产品介绍](https://penguin.ooo/docs/) · [快速开始](https://penguin.ooo/docs/quickstart) · [架构总览](https://penguin.ooo/docs/architecture) · [OmniMessage 协议](https://penguin.ooo/docs/omni-message) · [接口契约](https://penguin.ooo/docs/interfaces) · [Agent 运行循环](https://penguin.ooo/docs/agent-loop) · [CLI 参考](https://penguin.ooo/docs/cli) · [Server API](https://penguin.ooo/docs/server-api) · [配置参考](https://penguin.ooo/docs/configuration)
-
-每页文档都带「复制 Markdown」按钮,可直接粘贴进模型上下文。
-
-## 本地开发
+## 参与开发
 
 ```bash
-pnpm install
-pnpm build       # 先构建:core 的导出指向 dist/
-pnpm typecheck
-pnpm test
-
-pnpm dev:server  # 服务端 127.0.0.1:7364
-pnpm dev:web     # Web App(Vite)127.0.0.1:7365,/api 代理到服务端
-pnpm dev:docs    # 文档站(Vite)127.0.0.1:7367
-
-BASE_PATH=/ pnpm build:site   # 按 Pages 部署的方式组装 落地页 + 文档
+pnpm install && pnpm build   # 先构建：core 的导出指向 dist/
+pnpm dev                     # 服务端 + Web 一起启动（带前缀日志，依赖只构建一次）
 ```
 
-开发态模型凭据可复制 `.env.example` 为 `.env` 填写。E2E 测试走真实模型(`pnpm test:e2e`,需要 `DEEPSEEK_API_KEY`)。
+完整工作区指南见 [CONTRIBUTING.md](CONTRIBUTING.md)：开发命令、质量门禁、仓库结构与 changelog 规则。
 
-## 许可证
+## 引用
+
+如果 PenguinHarness 对你的研究有帮助，请引用：
+
+```bibtex
+@software{penguinharness2026,
+  author  = {{PrismShadow Team}},
+  title   = {PenguinHarness: Efficient Self-Improving Harness for Everyone},
+  year    = {2026},
+  url     = {https://github.com/Prism-Shadow/penguin-harness},
+  license = {Apache-2.0}
+}
+```
+
+## 协议
 
 [Apache-2.0](LICENSE) © 2026 Prism Shadow
+
+由 [LlamaFactory](https://github.com/hiyouga/LlamaFactory) 作者 [Yaowei Zheng](https://github.com/hiyouga)、[PrismShadow AI Team](https://github.com/Prism-Shadow) 与 [Fable 5](https://www.anthropic.com/news/claude-fable-5-mythos-5) 共同用 ❤️ 构建。
diff --git a/assets/readme/benchmark-dark.svg b/assets/readme/benchmark-dark.svg
new file mode 100644
index 0000000..f927211
--- /dev/null
+++ b/assets/readme/benchmark-dark.svg
@@ -0,0 +1,48 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 920 368" width="920" height="368" role="img" aria-label="Benchmark: PenguinHarness vs Claude Code vs OpenAI Codex on two suites — comparable accuracy at a small fraction of the cost">
+<text x="148" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Accuracy · suite total · higher is better</text>
+<text x="596" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Total cost (USD) · lower is better</text>
+<text x="24" y="68" font-size="13" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Data analysis — 15 tasks, single run</text>
+<rect x="147" y="78" width="1" height="92" fill="#383835"/>
+<text x="136" y="94.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 82 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#3987e5"/>
+<text x="337" y="94.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">66.67%</text>
+<text x="136" y="124.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 112 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#6b6a64"/>
+<text x="301.7841607919604" y="124.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<text x="136" y="154.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 142 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#6b6a64"/>
+<text x="301.7841607919604" y="154.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<rect x="595" y="78" width="1" height="92" fill="#383835"/>
+<text x="584" y="94.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 82 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#3987e5"/>
+<text x="623" y="94.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$0.55</text>
+<text x="584" y="124.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 112 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#6b6a64"/>
+<text x="785" y="124.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$38.48</text>
+<text x="584" y="154.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 142 h84.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-84.8 z" fill="#6b6a64"/>
+<text x="697.7945961503353" y="154.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$19.41</text>
+<text x="24" y="210" font-size="13" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Coding — 40 tasks × 2 runs</text>
+<rect x="147" y="220" width="1" height="92" fill="#383835"/>
+<text x="136" y="236.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 224 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#3987e5"/>
+<text x="306.3913043478261" y="236.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<text x="136" y="266.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 254 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#6b6a64"/>
+<text x="337" y="266.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">86.25%</text>
+<text x="136" y="296.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 284 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#6b6a64"/>
+<text x="306.3913043478261" y="296.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<rect x="595" y="220" width="1" height="92" fill="#383835"/>
+<text x="584" y="236.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 224 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#3987e5"/>
+<text x="623" y="236.5" font-size="12" font-weight="600" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$3.81</text>
+<text x="584" y="266.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 254 h113.5 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-113.5 z" fill="#6b6a64"/>
+<text x="726.5332606324973" y="266.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$146.97</text>
+<text x="584" y="296.5" font-size="12" font-weight="400" fill="#c3c2b7" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 284 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#6b6a64"/>
+<text x="785" y="296.5" font-size="12" font-weight="400" fill="#f0f3f6" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$220.08</text>
+<text x="24" y="338" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Each harness runs the model it is normally paired with: PenguinHarness on DeepSeek V4 Pro, Claude Code on Claude Opus 4.8,</text>
+<text x="24" y="356" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex on GPT-5.5. Accuracy, Tokens and cost are suite totals at official pricing.</text>
+</svg>
diff --git a/assets/readme/benchmark-light.svg b/assets/readme/benchmark-light.svg
new file mode 100644
index 0000000..31c480c
--- /dev/null
+++ b/assets/readme/benchmark-light.svg
@@ -0,0 +1,48 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 920 368" width="920" height="368" role="img" aria-label="Benchmark: PenguinHarness vs Claude Code vs OpenAI Codex on two suites — comparable accuracy at a small fraction of the cost">
+<text x="148" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Accuracy · suite total · higher is better</text>
+<text x="596" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Total cost (USD) · lower is better</text>
+<text x="24" y="68" font-size="13" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Data analysis — 15 tasks, single run</text>
+<rect x="147" y="78" width="1" height="92" fill="#c3c2b7"/>
+<text x="136" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 82 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#2a78d6"/>
+<text x="337" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">66.67%</text>
+<text x="136" y="124.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 112 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#898781"/>
+<text x="301.7841607919604" y="124.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<text x="136" y="154.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 142 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#898781"/>
+<text x="301.7841607919604" y="154.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<rect x="595" y="78" width="1" height="92" fill="#c3c2b7"/>
+<text x="584" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 82 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#2a78d6"/>
+<text x="623" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$0.55</text>
+<text x="584" y="124.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 112 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="785" y="124.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$38.48</text>
+<text x="584" y="154.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 142 h84.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-84.8 z" fill="#898781"/>
+<text x="697.7945961503353" y="154.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$19.41</text>
+<text x="24" y="210" font-size="13" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Coding — 40 tasks × 2 runs</text>
+<rect x="147" y="220" width="1" height="92" fill="#c3c2b7"/>
+<text x="136" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 224 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#2a78d6"/>
+<text x="306.3913043478261" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<text x="136" y="266.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 254 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="337" y="266.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">86.25%</text>
+<text x="136" y="296.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 284 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#898781"/>
+<text x="306.3913043478261" y="296.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<rect x="595" y="220" width="1" height="92" fill="#c3c2b7"/>
+<text x="584" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 224 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#2a78d6"/>
+<text x="623" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$3.81</text>
+<text x="584" y="266.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 254 h113.5 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-113.5 z" fill="#898781"/>
+<text x="726.5332606324973" y="266.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$146.97</text>
+<text x="584" y="296.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 284 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="785" y="296.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$220.08</text>
+<text x="24" y="338" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Each harness runs the model it is normally paired with: PenguinHarness on DeepSeek V4 Pro, Claude Code on Claude Opus 4.8,</text>
+<text x="24" y="356" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex on GPT-5.5. Accuracy, Tokens and cost are suite totals at official pricing.</text>
+</svg>
diff --git a/assets/readme/rag-app-en-dark.webp b/assets/readme/rag-app-en-dark.webp
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diff --git a/changelog/0.0.2/2026-07-20-landing-site.md b/changelog/0.0.2/2026-07-20-landing-site.md
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--- /dev/null
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+# Landing site
+
+The penguin.ooo landing page: story, structure, animations, navigation, and the install domain.
+
+## Landing, README, and blog retell one story, with penguin.ooo/install.sh
+
+The marketing surfaces now tell the same 1x/100x story, persuade through one numbered "Why" section, and install from the site's own domain.
+
+- **penguin.ooo/install.sh** — the landing site ships a thin `public/install.sh` that forwards to the latest GitHub release installer (GitHub Pages cannot serve real redirects), so `curl -fsSL https://penguin.ooo/install.sh | sh` works everywhere; the hero command, README (en/zh), docs installation/quickstart (en/zh), and blog posts all switch to it.
+- **Landing** — the hero replaces the rotating-word headline with the two-line story ("With LangChain, you build agents by hand — at 1x; with PenguinHarness, agents build agents — at 100x", the 100x fragment in brand color) plus the "zero-code Harness CLI and Web UI, 1000+ models" subtitle. One numbered Why section (1 benchmark suites + DeepSeek tuning, 2 one-sentence build demo with the real RAG shot, 3 self-evolution loop with a "demo video coming soon" pill) absorbs the former Pillars / Showcase / Benchmark / SelfImprove sections; UI screenshots leave the home page; nav anchors become why / quickstart / contract / features (reason 1 keeps the #benchmark anchor). The blog already shares the landing Nav, theme, and language settings.
+- **README (en/zh)** — subtitle now says "Harness CLI and Web UI"; website/docs/blog/community links render as shields.io badges; the top screenshot and the Changelog-Blog-Docs section are gone; the three reasons sit numbered with emoji under "Why PenguinHarness"; the models table keeps only a one-line "any OpenAI-protocol endpoint works" note; requirements become a table; install sections gain emoji; the roadmap adds a desktop app and Windows support; the credits link LlamaFactory, the PrismShadow AI Team, and Fable 5.
+- **Blog** — the introduction post (en/zh) leads with the same story line and phrasing.
+
+## Landing back to the classic structure, with tabbed features/cases and a docs-matching nav
+
+The previous landing overhaul went too far; the classic section set returns, with the new material folded in as tabs and side sections instead of replacements.
+
+- **Restored as they were**: the rotating hero headline ("Efficient Self-Improving Harness for Developers/Enterprises"), the three pillars, the self-improvement loop (now with a "demo video coming soon" pill), Quickstart, the standalone Benchmark section, CONTRACT.md, and Security.
+- **LangChain comparison moved, not deleted**: the 1x/100x story lives in its own compact section after the pillars — two cards (LangChain, hand-built, 1x, de-emphasized vs PenguinHarness, agents building agents, 100x, brand-emphasized) with the story sentence as the subtitle.
+- **Features become switchable tabs**: all nine feature descriptions remain, each as a tab with its icon; the three views with real captures — multi-session chat, Trace view, Agent evaluation — show their locale/theme-matched screenshot in the active panel, bringing the Trace and benchmark shots back onto the page.
+- **Use cases become tabs too**: a Cases section with a tab bar holds the RAG case only for now (prompt + captured result); future cases append as tabs.
+- **Community section added at the end**: Discord / X / WeChat group / GitHub as outbound cards after the CTA.
+- **Docs nav now mirrors the landing nav exactly** — same link row (Highlights / Quick start / Benchmark / CONTRACT.md / Features / Blog / Docs) with the same sliding hover pill, anchoring into the landing one level up, so the two sites link seamlessly; the old standalone "Website" link is absorbed by the row.
+- **Launch blog post back to its original skeleton**: the "Why PenguinHarness" three-pillar bullets, the benchmark section wording, and the closing "start right now" paragraph return, with the GDPevo origin story, images, models table, roadmap, and community call-to-action kept as additions rather than replacements.
+
+## Landing trace screenshots: same opened timeline in English and Chinese
+
+The English trace screenshots showed the empty "select a Session" state while the Chinese ones showed a full trace; all four now capture the same opened trace with stats and an execution timeline containing tool calls.
+
+- The capture script navigated to `/traces?sessionId=...` — but the traces page only honors the session deep link when `agentId=` is present (the product's own links always carry both), so selection relied on a fragile title click that silently failed for English via `.catch()`. The script now uses the canonical `?agentId=default_agent&sessionId=...` deep link and waits for the timeline's `exec_command` lanes before shooting, so an empty capture fails loudly instead of shipping.
+- The scripted English session title was 31 chars and core clips titles at `TITLE_MAX_CHARS = 30`, producing "…Agent ap" in the shots; the mock title is now "Build a data-analysis Agent" (27 chars).
+- Regenerated `traces-{en,zh}-{light,dark}.webp`; chat and benchmark shots are unchanged.
+
+## Landing polish: sliding announcements, construction animation, trend value labels, feature split
+
+A polish pass over the landing page's motion and grouping, plus web-first usage guidance in the blog.
+
+- **Announcement bar** — light brand-tinted background; both entries now link to blog posts (the new-models entry to the launch post, the credits entry to the AMD post); switching SLIDES horizontally (auto-advance, hover pause) with dot indicators instead of arrows; the trailing arrow icon is gone.
+- **LangChain comparison** — a looping "construction" animation on a shared cycle: the LangChain card lays one gray block at a time and never tops out before the cycle resets, while the PenguinHarness card raises a whole brand-blue skyline in under two seconds and holds it. Reduced-motion shows both skylines complete.
+- **Self-improvement trends** — the three outcome charts are now driven by one rAF clock, and a value label rides each curve's moving head (score climbing, cost and time falling), changing as the line draws; reduced-motion shows the finished line with its final value.
+- **Features split by capture** — only the three features with real screenshots (multi-session chat, trace view, agent evaluation) form the tab bar; the remaining six sit below as the classic card grid, closed with an "and more…" card.
+- **Blog usage goes web-only** — the launch post's getting-started and the AMD post's setup now guide through `penguin web` and the Models page only; the CLI config/run alternatives are removed to funnel users into the Web UI.
+
+## Announcement carousel: one-direction slide, arrow kept, dots removed
+
+The announcement bar keeps the small arrow marking each entry as a click-through link, drops the dot switch buttons on the right, and auto-rotates by sliding in ONE direction only: a clone of the first slide follows the last, and once the clone is fully in view the track snaps back without animation — the bar never visibly slides backwards. Hovering still pauses the rotation.
+
+## Feature tabs drop the description card
+
+The three screenshot-backed feature tabs no longer render an icon card above the capture; the feature's one-line description now sits as centered text directly above the image (the tab chip already carries the title and icon). The no-capture features keep their card grid below.
+
+## Trend value labels carry units with animated decimals
+
+The self-improvement loop's three outcome labels now read as real measurements while they ride the curve head: score as a percentage with one decimal (79.0%), cost in dollars with two decimals ($0.25), and time in seconds with one decimal (83.0s) — the decimal part animates continuously along with the line.
+
+## Fix the nav hover highlight sweeping in from the edge
+
+The landing and docs navs' sliding hover pill animated from its hidden state at the nav's left edge, so the first hover sent a gray pill flying across the whole link row (and it slid back on leave).
+
+The pill now appears IN PLACE under the first link it lands on — the position jumps with only the fade animating — slides while moving between links, and fades out where it is when the pointer leaves. Applied identically to the landing nav and the landing-parity docs nav.
+
+## Merge main to restore the persistent nav active highlight
+
+The branch predated main's PR #6 ("correct navigation state and anchor scrolling"), so it was missing the nav's persistent active highlight — the black chip that marks the current section or route — and would have reverted that fix on merge. Merging origin/main brings it back and reconciles it with the branch's nav work.
+
+- Landing nav: section links route through `/#id` again with `getActiveNavItem` tracking (new `lib/nav-state.ts` + tests), the active link keeps its black chip with `aria-current`, and the branch's in-place hover pill behavior is preserved on top.
+- Also restored from #6: anchor targets scroll below the sticky header via `.section-anchor` (ids moved onto the section's inner div), footer/hero/CTA anchors as router links, and the docs brand logo returning to the landing site.
+- Docs nav (landing-parity) additionally marks its own "Docs" link as the current page with the same black chip.
+
+## Nav highlight follows the live scroll position
+
+The nav's black current-item chip previously updated only from the URL hash (i.e. on click); while scrolling, it stayed stale. A scroll-spy hook now measures the five section anchors on every scroll frame (rAF-throttled, document-level capture so any scrolling container works) and lights up the LAST section whose top has crossed the activation line under the sticky header — null above the first section, and in-between sections keep the previous anchor lit. On the home page the highlight is fully live; other routes keep route-based state (Blog).
+
+## The Cases tab shows the finished RAG app with a localized prompt
+
+The RAG case now displays the condensed claude-code-docs configuration-expert prompt from the strings catalog (localized zh/en) and the finished-product app screenshot matched to the visitor's locale and theme, replacing the shared English prompt and the PenguinHarness chat capture.
+
+## The penguin sled game joins the cases, with a $0.02 cost hook on the RAG demo
+
+The draft-screen game example becomes a cute Antarctic penguin sledding game, lands on the landing page as a second case after RAG, and every RAG demo now leads with how little it cost to generate.
+
+- The draft-screen example card (zh/en) swaps the 2D motocross runner for a penguin sledding game: Space to jump the rocks on the ice, speed and difficulty ramping up, live scoring, one-click restart, cute cartoon look — the full detailed prompt still gets submitted as-is.
+- The landing Cases section gains a "Penguin sled game" tab after the RAG one, showing the finished play screen per language and theme (light = polar day, dark = polar night with an aurora) from the new dependency-free `penguin-game-mockup.html` + `capture-game-mockup.mjs` pipeline.
+- README (en/zh), the launch blog post (en/zh), and the landing RAG case now carry an emphasized hook under the finished-product shot: generating the entire RAG app burned just $0.02 (¥0.2) of tokens on DeepSeek V4 Pro.
diff --git a/changelog/0.0.2/2026-07-20-models-and-credentials.md b/changelog/0.0.2/2026-07-20-models-and-credentials.md
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--- /dev/null
+++ b/changelog/0.0.2/2026-07-20-models-and-credentials.md
@@ -0,0 +1,259 @@
+# Model catalog, Models page, and credential handling
+
+Preset provider groups, catalog entries and ordering, and the Models page features built around them.
+
+## Add the Qwen Token Plan provider group to the model catalog
+
+The built-in catalog gains a Qwen Token Plan subscription gateway group (OpenAI-compatible,
+preset base URL) with five models — qwen3.8-max-preview, qwen3.7-max, qwen3.7-plus, glm-5.2,
+and deepseek-v4-pro — plus a custom provider logo.
+
+## Details
+
+- New provider `qwen-token-plan` ("Qwen Token Plan"), placed with the gateway cluster after
+  SiliconFlow: OpenAI-compatible endpoint preset to
+  `https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1`, API-key page
+  `https://platform.qianwenai.com/pricing/token-plan`, model-id docs page
+  `https://platform.qianwenai.com/docs/token-plan/personal/token-plan-personal-overview`;
+  env fallback is `OPENAI_API_KEY`/`OPENAI_BASE_URL` like the other gateways.
+- Five catalog entries with `client_type: openai` and the inlined base URL. Vision flags per
+  the plan's supported-model table (qwen3.8-max-preview and qwen3.7-plus see images; the
+  rest do not). Pricing and context windows come from each model's page at
+  `www.qianwenai.com/models/<id>` (official CNY list prices; limited-time promotions are not
+  stored): qwen3.7-max ¥2.4/¥12/¥36, qwen3.7-plus ¥0.4/¥2/¥8, glm-5.2 ¥2/¥8/¥28,
+  deepseek-v4-pro ¥1/¥12/¥24 (cache-hit/input/output per M tokens), windows 1M (glm-5.2:
+  1.04M). qwen3.8-max-preview is preview-only with a quota-multiplier promotion and no
+  per-token list price, so it alone carries no pricing (costs read as 0, same as unpriced
+  user models); the pricing invariant in the catalog tests is scoped to that one entry.
+- Catalog invariant updated: bare model ids may now repeat across providers (the gateway
+  resells vendor models under their upstream ids, e.g. `glm-5.2` / `deepseek-v4-pro`);
+  uniqueness is the `(provider, model_id)` pair, matching the catalog's sole lookup key.
+- New provider logo: the official Qwen wordmark (icon + lettering) from the brand SVG,
+  gradient fills flattened to currentColor monochrome, coordinates rounded to 2dp.
+- Docs (models.en/zh) provider table and gateway notes updated.
+
+## Add the Qwen Pay-As-You-Go provider group
+
+A pay-per-token gateway group below Qwen Token Plan (DashScope's OpenAI-compatible
+endpoint) with four preset models — qwen3.7-max, qwen3.7-plus, and the resold
+vendor-prefixed kimi/kimi-k3 and ZHIPU/GLM-5.2 — priced from each model's official page.
+
+## Details
+
+- New provider `qwen-pay-as-you-go` ("Qwen Pay-As-You-Go") right after Qwen Token Plan in
+  the gateway cluster: preset base URL `https://dashscope.aliyuncs.com/compatible-mode/v1`,
+  API-key link `https://platform.qianwenai.com/docs/api-reference/preparation/api-key`,
+  models page `https://www.qianwenai.com/models`; `OPENAI_*` env fallback like the other
+  gateways.
+- Four entries (`client_type: openai` + inlined endpoint), official CNY list prices and
+  specs from each model's page: kimi/kimi-k3 ¥2/¥20/¥100 (1.04M, vision), qwen3.7-max
+  ¥2.4/¥12/¥36 (1M), ZHIPU/GLM-5.2 ¥2/¥8/¥28 (1.04M), qwen3.7-plus ¥0.4/¥2/¥8 (1M,
+  vision). Resold third-party models keep their vendor-prefixed upstream ids.
+- The group shares the Qwen emblem (glyph extracted into a shared constant), and
+  `modelHomepageUrl` URL-encodes the slash-prefixed ids
+  (`.../models/ZHIPU%2FGLM-5.2`). Docs (models.en/zh) provider tables and gateway notes
+  updated.
+
+## Add the Fireworks AI provider group
+
+An OpenAI-protocol gateway group below OpenRouter with five preset models (GLM-5.2,
+Kimi K2.7 Code, DeepSeek V4 Pro, MiniMax M3, DeepSeek V4 Flash), priced from each model's
+Fireworks page.
+
+## Details
+
+- New provider `fireworks` ("Fireworks AI") right after OpenRouter in the gateway cluster:
+  preset base URL `https://api.fireworks.ai/inference/v1`, API-key page
+  `https://app.fireworks.ai/settings/users/api-keys`, models page
+  `https://app.fireworks.ai/models`; `OPENAI_*` env fallback like the other gateways.
+- Five entries (`client_type: openai` + inlined endpoint) with standard-serverless USD
+  pricing (cached input / uncached input / output per M tokens) and specs from each page:
+  glm-5p2 $0.14/$1.40/$4.40 (1M), kimi-k2p7-code $0.19/$0.95/$4.00 (262K, vision),
+  deepseek-v4-pro $0.15/$1.74/$3.48 (1M), minimax-m3 $0.06/$0.30/$1.20 (512K, vision),
+  deepseek-v4-flash $0.03/$0.14/$0.28 (1M). API model ids use Fireworks' full
+  `accounts/fireworks/models/<slug>` form (sent verbatim).
+- `modelHomepageUrl` maps the `accounts/<owner>/models/<slug>` id to the model page
+  (`app.fireworks.ai/models/<owner>/<slug>`), falling back to the models listing for
+  nonconforming user-added ids. A simplified starburst glyph approximates the brand mark
+  (same approach as Z.AI). Docs (models.en/zh) provider tables and gateway notes updated.
+
+## Expand the OpenRouter catalog with twelve models
+
+The OpenRouter gateway group grows from 4 to 16 entries, adding the current flagship and
+free tiers with pricing, context windows, and vision flags taken from each model's
+OpenRouter page.
+
+## Details
+
+- Added (ordered by output price): anthropic/claude-fable-5 ($10/$50), openai/gpt-5.6-sol
+  ($5/$30), openai/gpt-5.5 ($5/$30), anthropic/claude-opus-4.8 ($5/$25),
+  anthropic/claude-opus-4.7 ($5/$25), moonshotai/kimi-k3 ($3/$15), openai/gpt-5.6-terra
+  ($2.50/$15), anthropic/claude-sonnet-5 ($2/$10), z-ai/glm-5.2 ($0.93/$3),
+  deepseek/deepseek-v4-pro ($0.435/$0.87), deepseek/deepseek-v4-flash ($0.09/$0.18), and
+  nvidia/nemotron-3-ultra-550b-a55b:free (input/output per M tokens; all 1M context).
+- Vision per the pages: the Claude models, GPT-5.5, and Kimi K3 accept image input; the
+  rest do not.
+- None of these pages list cache pricing, so cache_read carries the standard input price
+  (no discount). The :free tier stores a genuine $0 price — not "unknown" — so costs
+  correctly compute to 0; the catalog pricing invariant gains a free-tier case.
+
+## Add Grok 4.5 to the OpenRouter catalog
+
+`x-ai/grok-4.5` joins the OpenRouter group: $2 input / $6 output per M tokens (no cache
+price listed, so cache_read carries the input price), 500K context, vision-capable —
+inserted at its dictionary position.
+
+## Add Gemini 3.5 Flash to the OpenRouter catalog
+
+`google/gemini-3.5-flash` joins the OpenRouter group: $1.50 input / $9 output per M tokens
+(no cache price listed, so cache_read carries the input price), 1M context, vision-capable
+— at its dictionary position; the README model table's Gemini row now lists OpenRouter too.
+
+## Order catalog models by dictionary, newer versions first
+
+Within each provider group, catalog entries are now in dictionary order by model id, except
+that newer versions of the same series come first (gpt-5.6-* before gpt-5.5,
+claude-opus-4.8 before 4.7, glm-5.2 before glm-5) — precomputed by hand in the catalog
+literal, with no runtime sorting anywhere.
+
+## Details
+
+- Every provider section of MODEL_CATALOG is hand-reordered: dictionary order
+  (case-insensitive) across families and tiers; within a version series, the newest version
+  block leads, tiers inside a version staying alphabetical. Section comments and the
+  exact-order test assertions are updated to match.
+- The order flows everywhere in-group order is preserved: new Projects' preset config, the
+  models page cards, and the chat model dropdown (orderModelsLikeLibrary). Existing Project
+  configs keep their stored order — the sync-presets merge deliberately preserves local
+  positions.
+
+## Catalog data: official Fireworks logo, two SiliconFlow models, per-model vendor pages
+
+The Fireworks group now wears the official burst mark, SiliconFlow gains
+moonshotai/Kimi-K2.7-Code and deepseek-ai/DeepSeek-V4-Flash, and Z.AI / Moonshot models
+link to their per-model docs pages.
+
+## Details
+
+- Fireworks logo: the official three-stroke burst mark (viewBox 0 0 638 315, currentColor)
+  replaces the interim starburst approximation.
+- SiliconFlow entries (official CNY pricing, dictionary position):
+  deepseek-ai/DeepSeek-V4-Flash ¥0.02/¥1/¥2 (1M) and moonshotai/Kimi-K2.7-Code
+  ¥1.3/¥6.5/¥27 (262K, vision).
+- modelHomepageUrl: zhipu -> `docs.z.ai/guides/llm/<model_id>`; moonshot ->
+  `platform.kimi.com/docs/pricing/chat-k<version-without-dot>` (kimi-k2.6 -> chat-k26),
+  nonconforming ids falling back to the group's models page.
+
+## Add a sync-presets button to the Models page
+
+A small owner-only button next to the Models page search box merges the built-in catalog
+into the Project's model table: catalog entries missing locally are added, entries present
+on both sides are reset to the catalog's fields, locally added models and API keys stay
+untouched.
+
+## Details
+
+- Union semantics (`catalog-sync.ts`, pure and unit-tested): keyed by the
+  `(provider, model_id)` pair. Catalog-only entries are appended (gateway base URLs preset);
+  intersecting entries take the catalog's context window, pricing (including removal when
+  the catalog carries none, e.g. the unpriced preview model), protocol, base URL, and vision
+  flag — the catalog wins wherever the two differ; local-only models (including
+  user-defined groups) are kept verbatim and in place.
+- Credentials are structurally untouched: merged rows submit no `apiKey` (the PUT
+  full-table replace keeps stored keys when the field is absent), and existing rows keep
+  their credential state; a user base-URL override on a preset model is reset to the
+  catalog's (the API-key carve-out is the only one).
+- Feedback via toasts: "Presets synced: N added, M updated", or "already up to date"
+  without a PUT when nothing differs. Strings added to both locales.
+- The Qwen Token Plan provider logo is trimmed to the official emblem only (the wordmark
+  lettering dropped), on a square viewBox.
+
+## Model test no longer fails on thinking-only responses
+
+Testing a reasoning-heavy model (e.g. qwen3.8-max-preview) failed with "OpenaiClient
+returned no content other than thinking (finish_reason=\"length\")": the connectivity
+probe's tiny output cap was burned entirely on thinking. The probe now counts a streamed
+thinking-only ending as reachable — the endpoint, credential, and model id all
+demonstrably work.
+
+## Details
+
+- The probe deliberately sends one "ping" with `maxTokens: 16` and thinking disabled
+  (single-digit token cost by design). Reasoning models behind OpenAI-compatible endpoints
+  can ignore the disabled thinking level, hit `finish_reason=length` with no text, and
+  AgentHub 0.4 raises `EmptyResponseError` — collapsed to a `malformed` outcome, which the
+  probe previously reported as a test failure.
+- `testModel` now tracks whether genuine model content (thinking or text, partial or
+  complete) was streamed, and a `malformed` ending after streamed content passes the test;
+  timeouts, auth/parameter failures, and malformed endings with nothing received still
+  fail. The logic lives in two pure functions (`isProbeContent` / `probeVerdict`) with unit
+  tests, including the exact qwen3.8-max-preview case.
+
+## Group speed test on the Models page
+
+Each model group header gains an owner-only speed-test action: after a quota warning it
+probes the group's models one at a time, measuring time-to-first-token and output rate, and
+writes tone-colored badges (green / yellow / red) onto each card; the model-homepage link
+moves from the card corner into the config dialog.
+
+## Details
+
+- Server: the model-test endpoint gains a `speed` flag — the probe's output cap rises from
+  16 to 64 tokens so a real streaming window exists, and the response now carries `ttftMs`
+  (request start -> first streamed content) and `tps` (output tokens over the streaming
+  window, from the completed stream's usage report; thinking-only endings carry TTFT but no
+  rate). The plain connectivity test is unchanged.
+- Web: a gauge button on each group header (owner-only) opens a confirmation dialog warning
+  that one real request per model will consume API quota; on confirm the group is tested
+  **strictly sequentially** (concurrent probes trip provider rate limits), each result
+  landing on its card as it finishes. Badges: clock icon + ms for TTFT (green < 1s, yellow
+  <= 3s, red beyond), zap icon + tok/s for TPS (green >= 40, yellow >= 15, red below);
+  failures show a red "test failed" with the reason on hover. Thresholds live in a pure,
+  unit-tested helper; results are session-scoped.
+- The model-homepage link moves off the card corner into the config dialog next to the
+  "get model ids" link (the card stays a single clickable surface; the freed corner hosts
+  the speed badges).
+- Refinements: the group-header actions (add model / bulk API key / speed test) are all
+  icon + text buttons; the speed badges live on the card's meta line in their own
+  non-shrinking slot (the numbers never crowd or wrap the title row); the probe prompt
+  discourages reasoning and ends with an empty `<think></think>` block so reasoning models
+  skip their thinking phase instead of burning the probe budget on it.
+
+## Model page refinements: draft follows the new default, ordered dropdown, GPT vision, homepage links
+
+Four refinements: changing the Project's default model now resets the stored draft's model
+selection to follow the new default; the chat model dropdown lists models in the same order
+as the model library page; all GPT models are marked vision-capable; and model cards link to
+each model's homepage.
+
+## Details
+
+- Draft follows the default: when saving a default-model change on the Models page, the
+  current user's stored draft for that Project drops its `modelRef` — the draft chat then
+  resolves the (new) default live instead of pinning the old model forever.
+- Dropdown order: a new `orderModelsLikeLibrary` helper (unit-tested) flattens the library
+  grouping — built-in provider groups in MODEL_PROVIDERS order, user-defined groups after,
+  custom last, in-group order preserved — and the chat model dropdown now uses it.
+- GPT vision: `openai/gpt-5.6-sol` and `openai/gpt-5.6-terra` are flipped to
+  vision-capable — GPT models are uniformly multimodal (OpenAI product-line policy) even
+  where the gateway page omits the modality.
+- Homepage links: a new `modelHomepageUrl` helper (unit-tested) — OpenRouter and Qwen Token
+  Plan have stable per-model URL patterns (working for user-added ids in those groups too;
+  the unpaged Token Plan preview model falls back to the plan overview), direct vendors link
+  to their model docs page, custom/user-defined groups have none. Model cards show the link
+  as a corner external-link icon (a sibling of the clickable card, since interactive
+  elements must not nest).
+
+## penguin-sdk and agenthub-models keep model keys project-local
+
+Both skills now spell out where model API keys belong: in the project under the working directory, never in the user's global `~/.penguin`.
+
+- penguin-sdk (v6) and agenthub-models (v3) instruct configuring keys with the penguin CLI into the app's own data root under CWD (`penguin config model add --root <data_dir> …`), or relying on vault-injected environment variables; reading, copying or falling back to model keys stored in the global `~/.penguin` directory is explicitly forbidden — that config belongs to the person running Penguin, not to the app being built.
+- The no-key path stays as before: stop and ask the user to open the agent's settings via the gear icon on its card and update the key vault.
+
+## Vault edits take effect on the next task; global keys don't count as usable
+
+A vault save now invalidates the Agent's cached Session runtimes so the next task runs with the new values, and the AI-app skills stop counting keys from the global `~/.penguin` as usable.
+
+- Server: `PUT /agents/:agentId/vault` bumps the Agent's config generation in the session manager; every runtime built before the update is discarded on its next idle access and re-resumed via the loader (resume re-reads `agent_state/.vault.toml`; history is preserved through the Trace). A task already in flight keeps the values it started with and rebuilds on the first access after it finishes. Unit and integration tests cover idle/busy entries and the HTTP wiring; the configuration docs (en/zh) and the web Vault tab hint document the new semantics.
+- penguin-sdk (v9) and agenthub-models (v6): only two sources count as a usable credential — a vault-injected environment variable, or a key configured in the app's own data root (`penguin config model list --root <data_dir>`). Keys in the global `~/.penguin` (what a bare `penguin config model list` without `--root` reads — the CLI defaults to the global root) or any other `.penguin` directory never count and must never be used or copied; when no counted key is usable, stop immediately and ask the user to configure one instead of building or retrying.
diff --git a/changelog/0.0.2/2026-07-20-readme-blog-and-docs.md b/changelog/0.0.2/2026-07-20-readme-blog-and-docs.md
new file mode 100644
index 0000000..cc85760
--- /dev/null
+++ b/changelog/0.0.2/2026-07-20-readme-blog-and-docs.md
@@ -0,0 +1,74 @@
+# READMEs, blog, and docs site
+
+## READMEs
+
+The repository READMEs (en/zh).
+
+### Restructure the README around the product story
+
+The README now leads with the agents-build-agents pitch and community links, then three
+feature showcases (benchmark chart, one-sentence RAG demo, self-evolution), followed by
+changelog/blog/docs, supported models, human-first installation, a roadmap, CONTRIBUTING,
+a citation, and credits.
+
+### Details
+
+- New narrative header: "With LangChain, you build agents by hand — at 1x speed. With
+  PenguinHarness, agents build agents — at 100x." with the subtitle "A zero-code CLI and
+  Web UI, connected to 1000+ models," plus community links (Discord / X / WeChat).
+- Feature 1 "Simple and Efficient": light/dark benchmark bar charts generated from the
+  landing benchmark data (accuracy and cost per run vs Claude Code and OpenAI Codex, all
+  driven by DeepSeek V4 Pro), committed as `assets/readme/benchmark-{light,dark}.svg`.
+- Feature 2 "Build an Agent in One Sentence": the RAG one-sentence prompt plus a real
+  product screenshot captured by the new `packages/landing/scripts/capture-readme-demo.mjs`
+  (same real-server + mock-LLM pipeline as the landing shots), committed as
+  `assets/readme/rag-demo-{light,dark}.webp`.
+- Feature 3 "Self-Evolution": copy describing the evaluate-optimize-snapshot loop with an
+  HTML-comment placeholder for the upcoming demo video.
+- New sections: Changelog / Blog / Docs links, a supported-models table (DeepSeek V4,
+  Kimi K3, GLM 5.2, Hunyuan 3, Qwen 3.8 Max, GPT 5.5, Gemini 3.5 Flash, Claude Opus 4.8
+  with their providers, plus the 1000+-via-gateways note), Requirements and Installation
+  split into "Web App — for humans" and "CLI & SDK — for agents", a Roadmap (benchmark
+  suite release), a BibTeX citation ({PrismShadow Team}), and the license/credits footer.
+- New `CONTRIBUTING.md` absorbs the developer content: dev commands, repo layout table,
+  quality gates, the English-only and changelog working rules, and the README-asset
+  regeneration notes; the README's Development section now points there.
+- `README.zh.md` mirrors the new structure in Chinese.
+
+### Refresh the README model table against the current catalog
+
+The supported-models table (the same eight models) becomes two columns — model on the
+left, the comma-separated providers it's available from on the right (per today's catalog)
+— and the note below now names all five OpenAI-compatible gateways.
+
+### Details
+
+- Availability per the catalog: DeepSeek V4 in five groups, GLM 5.2 in six, Kimi K3 via
+  OpenRouter and Qwen Pay-As-You-Go, Qwen 3.8 Max as the Token Plan preview, GPT 5.5 and
+  Claude Opus 4.8 native + OpenRouter, Hunyuan 3 via OpenRouter, Gemini 3.5 Flash native.
+- The gateway note lists OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan, and
+  Qwen Pay-As-You-Go. README.zh.md mirrors.
+
+### Split badge rows and showcase the finished RAG app
+
+The site badges (Website / Docs / Blog) and the community badges (Discord / X / WeChat) now sit on separate lines. The one-sentence example becomes the condensed claude-code-docs configuration-expert prompt (the chat page's example task carries the full version), and the demo image shows the FINISHED PRODUCT — the generated docs-expert app with cited clickable sources and example questions (`assets/readme/rag-app-<lang>-<theme>.webp`, per-language shots; the zh README shows the Chinese prompt and shots) — instead of the PenguinHarness chat UI. The mockup renderer (`rag-app-mockup.html` + rewritten `capture-readme-demo.mjs`, no server needed) comes along so the assets stay regenerable.
+
+## Blog and docs site
+
+Blog posts and the docs site.
+
+### Announcement bar, AMD Fireworks-credits blog post, and the GDPevo launch story
+
+The site gains a rotating announcement bar, a new campaign post, and a launch post that finally tells the whole story.
+
+- **Announcement bar** — a switchable bar above the nav (auto-rotates every 6s, paused on hover, prev/next chevrons): entry 1 announces Kimi K3 and Qwen 3.8 Max availability (links to the models docs), entry 2 the $50 Fireworks credits campaign (links to the new post). Bilingual, on every page, scrolls away with the page.
+- **New blog post `fireworks-credits-amd` (en/zh)** — announces the AMD AI Developer Program partnership bringing free Fireworks redemption codes: step-by-step application (join ADP, Member Perks, form with Fireworks AI selected, review, coupon email, redeem + API key, screenshots adapted from WhatGhost's guides with credit), then a three-step PenguinHarness setup (install, Fireworks group bulk-key + presets + speed test, run).
+- **Launch post rewrite (en/zh)** — now opens with the GDPevo origin story: self-evolution was validated in the team's GDPevo Benchmark (linked), and bringing it to everyone is why PenguinHarness exists. The rest mirrors the README: three numbered reasons with the benchmark chart and RAG demo images (served from the site's own /blog-assets/), the security contract, the models table with the any-OpenAI-protocol note, install/usage steps, the roadmap (benchmark suite, desktop app, Windows), and a closing community call-to-action (Discord / X / WeChat / GitHub).
+
+### The launch post settles on the numbered three-reasons structure
+
+The launch blog post (en/zh) keeps the GDPevo origin story and the numbered "Why PenguinHarness" structure — ### 1 better on complex tasks at lower cost (benchmark chart + tables), ### 2 one-sentence Agent-builds-your-app (prompt + demo shot), ### 3 self-evolution — followed by the security contract, the models table, a Web-only "How to use it" (install + penguin web + Models page; no CLI commands), the roadmap, and the community call-to-action.
+
+### The launch post shows the finished RAG app with the condensed prompt
+
+The one-sentence build section now uses the condensed claude-code-docs configuration-expert prompt (Chinese in the zh post) and the finished-product screenshot of the generated docs-expert app (per-language, served from /blog-assets/), replacing the PenguinHarness chat capture.
diff --git a/changelog/0.0.2/2026-07-20-skills.md b/changelog/0.0.2/2026-07-20-skills.md
new file mode 100644
index 0000000..ac1a64d
--- /dev/null
+++ b/changelog/0.0.2/2026-07-20-skills.md
@@ -0,0 +1,30 @@
+# Skill library and the AI-app skills
+
+## One-shot RAG app flow: skills rewrite and a draft-screen example task
+
+PR #11's squash — briefly lost to a force-push race during the branch rebase — is restored: the skills library rewrite that makes one-sentence RAG apps one-shot, a draft-screen example task card, and the finished-product showcase pipeline.
+
+- penguin-sdk rewritten around a complete RAG recipe (corpus collection, heading chunking, local BM25 retrieval, per-request Session SSE answers with citations, run-and-verify checklist); web-design gains the Penguin visual language and chat/RAG layout recipes; agent-creation covers skill bundles; agenthub-dev retires and a firecrawl skill joins.
+- The Web draft screen gains example task cards (full prompts submitted as-is), with chat stream rendering refinements (markdown module, work summaries, stream follow) and colorful skill icons.
+- The landing capture pipeline drives the docs-expert conversation and renders the finished-app mockup; README/Cases assets and prompts match the earlier finished-product switch.
+
+## Skill library regrouped by audience, with square card actions
+
+The library's six ad-hoc groups become four audience-oriented ones, and the card actions move into a tidy column.
+
+- New groups, in order: Office Productivity / 办公效率 (`data-analysis`, `firecrawl`), Software Development / 软件开发 (`web-design`, `software-engineering`), AI App Development / AI 应用开发 (`penguin-sdk`, `penguin-cli`, `agenthub-models`), and Agent Tuning / Agent 调优 (`agent-creation`, `benchmark-design`, `agent-evaluation`, `agent-optimization`). Docs tables, skills/server tests, and the skills e2e spec follow.
+- Skill card actions (update nudge / quick invoke / manage installs) are now equal squares stacked in one column, vertically centered at the card's right edge; the metadata line moves under the header.
+
+## Skills: pin the CLI --root to the app dir and fast-stop when no key
+
+Three skills gain two hard rules for AI-app development: always target the app's own data root with the penguin CLI, and stop asking for help the moment no API key is usable.
+
+- penguin-sdk (v7), agenthub-models (v4), penguin-cli (v2): when building an AI app, `penguin config ...` must always pass `--root <data_dir>` pointing at the app's data directory inside the current working directory (the same path given to `createAgent({ root })`, e.g. `./penguin_data`); running without `--root` writes to the global `~/.penguin/data`, which belongs to the person running Penguin, not the app.
+- penguin-sdk (v7) and agenthub-models (v4): when no API key is usable, stop immediately and ask the user for help instead of looping on tool calls — re-running `env`, re-checking the vault, or retrying the build wastes turns and money; one clear check, then hand back to the user (open the agent's settings via the gear icon and add a key to the key vault).
+
+## System prompt exposes Provider and Model ID; skills state the key-first premise
+
+The Agent system prompt's Environment section now carries the session model reference, and the AI-app skills spell out the key-and-root prerequisites up front.
+
+- The `# Environment` section gains `Provider: {{PROVIDER}}` and `Model ID: {{MODEL_ID}}` placeholders (the session model's provider group and upstream id, filled from the resolved model entry) right before `Session ID`, and the fields are reordered to `Project Dir → Agent ID → CWD → Provider → Model ID → Session ID`. `assembleSystemPrompt` / `SessionEnvironmentValues` / `sessionEnvironment` thread the two new values through; the configuration docs' placeholder table (en/zh) follows.
+- penguin-sdk (v8) and agenthub-models (v5) open with the prerequisite: for AI-app development, have the user add the model API key in **this agent's key vault** *before* building, and keep the app's Penguin data root **inside the CWD workspace** (`--root ./penguin_data`), never `~/.penguin`; model ids can come from the penguin CLI catalog.
diff --git a/changelog/0.0.2/2026-07-20-tooling.md b/changelog/0.0.2/2026-07-20-tooling.md
new file mode 100644
index 0000000..9d2ed87
--- /dev/null
+++ b/changelog/0.0.2/2026-07-20-tooling.md
@@ -0,0 +1,156 @@
+# Tooling, language, and infrastructure
+
+Repository language, dev commands, the changelog layout itself, and dependency upgrades.
+
+## Make English the repository working language
+
+Translated all residual non-i18n Chinese (comments, error/log messages, test titles and
+fixtures, package metadata, e2e mock content) to English; Chinese remains only in i18n
+catalogs, zh documents, and CJK-purpose test fixtures.
+
+## Details
+
+- Package metadata: `package.json` descriptions (root/server/web/landing) and the `link:cli`
+  fallback echo.
+- Source comments: all remaining Chinese comments, including the SQL comment set in
+  `packages/server/src/db/schema.ts`.
+- Hardcoded non-i18n user-facing strings (user-visible language change; error codes,
+  placeholders, and limits untouched): server HTTP/validation/409 messages, schedule TOML
+  validation errors, server logs, core SDK errors, CLI fallback errors, web provider
+  invariants.
+- Tests: all Chinese describe/it titles and language-irrelevant fixtures translated;
+  assertions realigned to the new English source strings.
+- e2e: mock LLM conversation content and cross-file branch markers translated consistently
+  (the substring relationships the mock's `includes()` dispatch relies on are preserved);
+  zh-locale UI assertions kept; `e2e/README.md` translated.
+- Kept as required Chinese: zh i18n catalogs and fields (`strings.ts` dictionaries, CLI
+  `i18n.ts`, `titleZh`, `short_description_zh`, the zh language-name label, `*.zh.md` docs) and
+  test literals that assert zh i18n output or exercise CJK-specific behavior (display width,
+  CJK id validation, title-language consistency, zh-CN e2e UI assertions).
+- Known gap: web `formatTaskStats` still hardcodes zh stat-line fragments; the proper fix is
+  routing them through the locale catalogs.
+
+PR: [#5](https://github.com/Prism-Shadow/penguin-harness/pull/5) (merged 2026-07-20)
+
+## Reorganize the changelog by release version
+
+The top level now holds only version folders; each version's README carries the
+one-line-per-change index, and detail files live inside the folder (mirrors agenthub PR
+#162).
+
+## Details
+
+- `changelog/<version>/README.md` is the release summary: one line per change with its
+  title and one-sentence summary, linking the detail file relatively; `0.0.2/README.md`
+  absorbs the section previously kept in the top-level index.
+- `changelog/README.md` now documents only the layout and the entry conventions (no
+  per-file listing).
+- The working rules (AGENTS.md, CONTRIBUTING.md) point index updates at the version
+  folder's README instead of the top-level file.
+
+## Serialize the dev prebuild to fix concurrent dev:server / dev:web clobbering
+
+dev:server and dev:web now share a lock-serialized, deduplicated prebuild of skills and core,
+so launching both at the same time no longer corrupts dist/ (previously two tsup builds with
+clean:true raced in the same output directories).
+
+## Details
+
+- New `scripts/dev-prebuild.mjs`: takes an exclusive on-disk lock (atomic mkdir under
+  `node_modules/`) around `pnpm --filter skills --filter core build`; concurrent invocations
+  wait instead of clobbering. Locks left by crashed runs are stolen when the holder PID is
+  dead or the lock is older than 10 minutes.
+- A 5-second success stamp collapses duplicate builds: starting dev:server and dev:web
+  simultaneously builds once (the waiter skips), and dev:server's inner re-invocation is a
+  no-op. The window is deliberately tiny so an edit-then-restart cycle always rebuilds —
+  the "never start on stale deps" behavior is unchanged.
+- Root `dev:server` now just delegates to the server package's `dev` script (which prebuilds
+  via the shared script), removing the historical double build of core; `dev:web` prebuilds
+  via the script and then starts Vite.
+- `pnpm dev` run standalone from `packages/server` now also builds skills (it previously
+  built only core, even though the server imports skills at runtime).
+- Verified: concurrent invocations wait/skip correctly and release the lock; a simultaneous
+  dev:server + dev:web start performs a single build with both servers coming up cleanly.
+
+## Add a combined pnpm dev and a dev:landing shortcut
+
+`pnpm dev` now starts the backend and the web app together with prefixed logs (workspace deps
+built once via the shared prebuild lock), and `pnpm dev:landing` serves the landing page dev
+server from the repo root.
+
+## Details
+
+- `pnpm dev` runs `concurrently -n server,web "pnpm dev:server" "pnpm dev:web"`. Merging the
+  two was previously unsafe: each command prebuilt skills/core with tsup `clean: true` into
+  the same dist/ directories and the parallel builds clobbered each other. The lock-serialized
+  prebuild (see the serialize-dev-prebuild entry) removed that race, and its success stamp
+  collapses the two prebuilds into a single build on a combined start.
+- `pnpm dev:landing` delegates to the landing package's Vite dev server (port 7366, completing
+  the 7364/7365/7367 dev-port family). The landing package has no workspace deps, so no
+  prebuild is involved.
+- `concurrently` added as a root devDependency; the dev-command lists in README.md and
+  README.zh.md now cover `dev` and `dev:landing`.
+- Verified: a combined start performs exactly one skills+core build (the other prebuild
+  waits and skips), with the server on 127.0.0.1:7364 and Vite on localhost:7365; the
+  landing dev server responds on localhost:7366. Note Vite binds localhost (IPv6 ::1) —
+  use `localhost`, not `127.0.0.1`, when probing the Vite ports with curl.
+
+## Dev commands keep pnpm install current automatically
+
+Forgetting `pnpm install` before a dev command no longer breaks the start: every dev
+command's prestep checks install freshness (lockfile-hash stamp) and runs `pnpm install`
+itself when node_modules is missing or the lockfile changed.
+
+## Details
+
+- `scripts/dev-prebuild.mjs` gains an install-freshness step inside its existing lock: the
+  pnpm-lock.yaml content hash is stamped after a successful install, so the usual dev start
+  pays nothing; a fresh clone or a pulled lockfile change triggers `pnpm install`
+  automatically (concurrent dev commands still install/build exactly once).
+- The lock and stamps move from `node_modules/` to the OS temp directory keyed by the repo
+  path — they must exist before the first install does (the old location crashed on a fresh
+  clone), and per-checkout isolation comes from the key.
+- `dev:docs` / `dev:landing` have no workspace deps to build but still need current
+  installs: they now run the prestep with `--install-only`.
+
+## Upgrade AgentHub to 0.4.0 and adopt the opaque fidelity payload
+
+@prismshadow/agenthub 0.3.3 -> 0.4.0 (agenthub PR #159): content items replace the item-level
+`signature`/`phase` fields with one opaque `fidelity` object, and OmniMessage now carries it
+verbatim end to end — Trace, replay, and resume included; the `agenthub-dev` skill joins the
+built-in library.
+
+## Details
+
+- OmniMessage complete payloads (text, thinking, inline_data, inline_thinking, tool_call)
+  replace `signature?: string` / `phase?: string | null` with `fidelity?: Record<string,
+  unknown>` — an opaque wire-fidelity payload written to the Trace as-is and passed back
+  verbatim on replay (Claude thinking signatures, GPT-5 encrypted reasoning `{id,
+  encrypted_content}` and `{phase}` markers, the OpenAI-compatible `{reasoning_field}` name).
+  Builders take the object directly; an empty object is treated as absent.
+- GenerativeModel's streaming translator mirrors AgentHub baseClient aggregation: a thinking
+  block is closed by its fidelity payload and a run of equal fidelity is one block (the
+  OpenAI-compatible clients stamp every thinking delta with the same `{reasoning_field}`,
+  which must not split blocks — this carries agenthub's reasoning-field replay fix through
+  PenguinHarness so multi-turn conversations against strict OpenAI-compatible upstreams
+  survive); a text segment splits on a differing `fidelity.phase` and closes on
+  `fidelity.signature`, merging fidelity keys. Text-phase stickiness across segments is gone
+  (mirrors baseClient).
+- The `agenthub-dev` skill (AgentHub's own model-support development workflow) is installed
+  into the built-in library under the Penguin Development group, completed to the library
+  contract (version/updated frontmatter, short descriptions, a "Before you start" section,
+  and a custom icon).
+- Malformed-classification fix for 0.4.x: agenthub now surfaces truncated streamed tool-call
+  arguments as its own `ToolCallArgumentParseError` (previously a raw `SyntaxError`) and
+  thinking-only completions as `EmptyResponseError`; `isMalformedJsonParseError` recognizes
+  both (instanceof + name fallback + cause chain), so these still end as `malformed` and the
+  engine reconnects and retries instead of failing the turn (caught by the malformed e2e).
+- Docs (omni-message, interfaces, sessions-and-traces; en + zh) and the design specs updated
+  to the fidelity semantics.
+- Traces written before this change carried `signature`/`phase` on payloads; per the
+  pre-release no-migration policy they are not converted (old fields are ignored on replay —
+  resume of such Sessions loses provider fidelity; delete and recreate if needed).
+
+## The changelog folder merges related entries
+
+One file per change had grown to 35 fragment files for this release alone; related changes are now merged into six date-slug entry files (models-and-catalog, web-app, landing-site, blog-and-docs, readme, tooling), each keeping the standard entry shape — H1 title, one-sentence summary, then per-change details — with the version README listing one line per entry file. The layout convention itself is unchanged; the branch was also rebased onto main to linearize away the merge commit with the final tree kept byte-identical.
diff --git a/changelog/0.0.2/2026-07-20-web-app.md b/changelog/0.0.2/2026-07-20-web-app.md
new file mode 100644
index 0000000..54dce4a
--- /dev/null
+++ b/changelog/0.0.2/2026-07-20-web-app.md
@@ -0,0 +1,99 @@
+# Web App
+
+Chat input, session titles, and the skill library in the Web App.
+
+## Chat input: positional slash, skill chips above the input, wider skill menu
+
+The `/` command menu now opens from any caret position (like `@` mentions) and running a
+command removes just the token; selected skills display as chips above the input next to
+the agent chip; chip remove buttons recolor on hover instead of washing a background; the
+skill dropdown widens for readable descriptions while staying inside phone screens.
+
+## Details
+
+- Positional slash (`slash-token.ts`, pure + unit-tested): a `/` at the start of the text
+  or after whitespace opens the command menu from wherever the caret is (paths/URLs never
+  trigger it), mirroring the existing positional `@` mention matching; running a command
+  removes only the `start..end` token and keeps the rest of the text. Send-time `@`
+  semantics are unchanged — only a leading `@` hands off.
+- Selected skills render as chips above the input in the same row as the `@` handoff chip
+  (skill icon + monospace name + remove x), appearing as you pick them from the dropdown;
+  the toolbar count badge stays in sync.
+- Chip remove buttons (agent and skill) lose the hover background — the x recolors instead.
+- The skill dropdown widens (26rem, clamped to the viewport) so descriptions stay readable
+  on desktop without overflowing phones.
+- The models-page group speed button collapses to icon-only below the sm breakpoint (three
+  labeled actions don't fit a 390px header — caught by the layout e2e).
+
+## Start title generation after 1000 chars of body text
+
+Session titles start generating as soon as ~1000 characters of main-session body text have
+streamed, instead of waiting for the whole Task to finish — long answers no longer overrun
+the title material — and the title prompt now suppresses chain-of-thought.
+
+## Details
+
+- Server: the output relay fires the title generator mid-run once EARLY_TITLE_BODY_CHARS
+  (1000) of main-session complete body text have streamed (sub-session text doesn't count);
+  the generator self-guards (NULL title, single flight), and the Task-completion trigger
+  stays as the short-answer fallback. Covered by a gated mid-run test proving the early
+  fire happens while the run is still in flight.
+- Core: the captured assistant-side title material is capped at 1000 chars (the user side
+  keeps 2000) — a title only needs the opening of the answer.
+- The title prompt adds an explicit "answer immediately — do not think aloud or produce
+  chain-of-thought" rule and ends with an empty `<think></think>` block, which many
+  reasoning models treat as an already-closed thinking phase (same trick as the model
+  probe), keeping the one-off request's budget on the title itself.
+
+## Skill library: update reminder, borderless groups, accent icons
+
+The skill library reminds you when an Agent's installed copy of a skill is older than the
+library's version — an accent rotate button on the card updates every outdated Agent in one
+click, and the manage-installs dialog marks outdated rows with an Update button. Group
+sections lose their border, and card icons sit on a theme-accent background.
+
+## Details
+
+- The installed-skills snapshot now tracks each installed copy's `version` (the read API
+  already returns it — the installed SKILL.md frontmatter is the source). A pure
+  `outdatedAgentIds` helper (unit-tested) flags Agents whose copy is strictly older than
+  the library's; not-installed Agents and locally *newer* copies never trigger it.
+- Card footer: when any Agent is outdated, an accent rotate button appears
+  ("有新版本：更新 N 个 Agent 的安装" / "Update available"); clicking reinstalls the current
+  library copy on every outdated Agent (install-again-is-update semantics) with one batch
+  success toast; partial failures keep the succeeded Agents and toast the first error.
+- Manage-installs dialog: outdated rows show an accent "更新"/"Update" button next to
+  "已安装"/"Installed", updating just that Agent.
+- Styling: group sections are borderless (header background alone carries the grouping);
+  card icons use the theme accent (`--accent-bg`/`--accent-fg`, following the theme-color
+  setting) instead of the gray bordered tile.
+
+## Titles strip skill-invocation markers; Agent cards show the installed skill count
+
+Two Web App additions: generated titles no longer leak the `<use_skills>` block, and Agent cards display how many Skills are installed.
+
+- Session titles strip machine markers before generation and in the fallback path: `stripConversationMarkers` (core, exported) removes `<use_skills>…</use_skills>` and the handoff / scheduled-task marker blocks from the material sent to the model, from the model output (via `sanitizeTitle`), and from the server's first-line fallback — so a skill invocation's marker can never become the title. Ordinary angle-bracket text (e.g. `<div>`) is left untouched.
+- The Agent card's stats line gains an installed-skill count (open-book icon): the agents API/service compute `skillCount` from the `agent_state/skills/<name>/SKILL.md` directories, alongside the existing session / tool / vault-key / schedule counts.
+
+## Slash menu stays on screen; skill card buttons go horizontal and light
+
+Two Web App polish fixes: the slash command menu could grow past the top of the viewport, and the skill card actions change arrangement again.
+
+- The slash menu (which lists /compact plus every installed skill) now caps its height at min(20rem, 40vh) with internal scrolling, so its top edge never leaves the screen; the active row keeps itself scrolled into view for keyboard navigation.
+- Skill card actions return to a single horizontal row (still equal squares, vertically centered at the card's right edge), and all three buttons now wear the light secondary background.
+
+## Password field polish, model-key visibility, and borderless skill cards
+
+Several small UX fixes across the password fields, the model key input, and the skill library cards, plus a redrawn penguin game shot.
+
+- The change-password dialog's current-password field now shows a hint naming the built-in admin's default initial password (penguin-2026), so a user who forgot it can still get in.
+- The password show/hide toggle is removed from the tab order (tabIndex -1): Tab now moves between fields instead of landing on the reveal button.
+- The model API key input gains the same show/hide toggle (it reuses PasswordInput), so a pasted key can be verified before saving.
+- Skill library cards drop their border; hover now tints the whole card with a light gray background instead.
+- The penguin sled game mockup is redrawn so the penguin stays a single connected cartoon shape (it had looked fragmented), and the game example is emphasized as 2D with a smoother, gentler difficulty ramp in the draft-screen card, its prompt, and the landing tab label.
+
+## The admin initial password becomes penguin-2026
+
+`admin123` sits in every breach corpus, so Chrome flags the first login as a compromised password; the seeded admin now starts as `penguin-2026` — unflagged, brand-related, all lowercase plus a hyphen so it stays easy to type.
+
+The value swaps everywhere it appears: the server seed (`ADMIN_INITIAL_PASSWORD`), the release installer's first-login hint, READMEs, docs (quickstart / web-app / server-api), blog posts, landing quickstart copy, the screenshot capture scripts, and the e2e auth helper. The change-it-soon banner semantics are unchanged.
diff --git a/changelog/0.0.2/2026-07-21-model-reference-and-review-fixes.md b/changelog/0.0.2/2026-07-21-model-reference-and-review-fixes.md
new file mode 100644
index 0000000..c596379
--- /dev/null
+++ b/changelog/0.0.2/2026-07-21-model-reference-and-review-fixes.md
@@ -0,0 +1,17 @@
+# Explicit model reference pairs, and a batch of review fixes
+
+The provider group is no longer resolved automatically anywhere — a model is referenced by the complete `(provider, model_id)` pair or not at all — and a code review of the release branch turned up a further set of correctness, accessibility and documentation defects, all fixed here.
+
+- **The provider is never inferred, guessed, or defaulted (core, CLI, server, web).** Two mechanisms used to pick a group on the user's behalf, and both are gone. Catalog inference (`inferProviderForUpstream`) took the first bare-id match, and gateways resell vendor models under their upstream ids — `glm-5.2`, `qwen3.7-max`, `qwen3.7-plus` and `deepseek-v4-pro` each belong to two groups now — so `penguin config model add --model-id glm-5.2 --api-key <key>` wrote a Z.AI credential onto the Qwen Token Plan entry and sent it to Alibaba's endpoint (on the previous release the same command resolved to `zhipu`). Config resolution (`resolveModelRef`) separately matched a bare `model_id` against the Project's configured models whenever it happened to be unique. Both are deleted, along with `inferProviderForUpstream` and `providersForUpstream`. The rule everywhere is now **both halves or neither**: `--provider` is required on `config model add`; on `run` / `chat` the pair as a whole stays optional (omit both for the Project default) but supplying one half is an error; `addModel` and `Agent.createSession` require the pair at the type level; `POST /sessions` and the schedule routes return 400 for a half reference, and a schedule file persisted with only a `modelId` is reported invalid instead of silently binding to a guessed group. `run_subagent` gains a `provider` argument beside `model_id` and refuses half a reference, so a delegating model cannot land a subagent on the wrong vendor either. The trace viewer stops attributing cost to a first-match guess for pre-tag traces, showing no cost instead. CLI help, the CLI/models/server-api/quickstart/configuration/interfaces docs (en+zh), the READMEs and every skill that scripts the CLI were updated to pass the pair.
+- **Escape no longer wipes the composer (Web App).** The slash menu's Escape handler cleared the whole input — correct back when the menu only opened on a draft starting with `/`, but the menu became positional this release, so dismissing it from a `/token` mid-draft destroyed everything typed so far, unrecoverably (the textarea is controlled, so undo could not bring it back). Escape now only dismisses the menu, mirroring `@` mentions via a `slashDismissed` offset. Separately, `removeSlashToken` collapsed *every* run of two or more spaces in the surviving draft rather than the join seam, silently reflowing pasted code, YAML, aligned tables and indentation; it now touches the seam alone.
+- **The penguin.ooo installer forwards its arguments.** `https://penguin.ooo/install.sh` piped the real installer straight into `sh`, so `--universal` and `--version` were silently discarded — leaving unsupported-architecture users with advice ("re-run with `--universal`") that could not work through the documented URL, and turning version pinning into "latest". The forwarder now downloads to a temp file, runs it with `"$@"`, and propagates the exit code; this also removes the partial-execution hazard of piping a truncated download into a script that deletes the old install before moving the new one in.
+- **Speed test reports throughput or nothing.** Speed mode raised the output cap to 64 tokens but reused the connectivity prompt, which demands a single word — so the rate was computed over a 1-3 token sample dominated by the closing usage chunk's round trip, and the same model graded green or yellow on 30ms of jitter. Speed mode now has its own prompt that keeps generating into the cap, and the new pure `probeTps` drops the rate below meaningful sample floors (16 tokens, 100ms), leaving TTFT alone rather than a fabricated number.
+- **Announcement bar (landing).** Rotation pauses on keyboard focus as well as hover, so the focused link is no longer left inside an `aria-hidden` slide translated out of view (an ARIA violation and a WCAG 2.2.2 failure); under `prefers-reduced-motion` the carousel no longer strands itself on the clone slide.
+- **Streaming fidelity rules are pinned by tests.** The two rules added with the AgentHub 0.4.0 payload — a `fidelity.signature` closes the open text segment, and fidelity keys merge rather than replace across deltas — had no coverage; both mutations passed the whole suite. Tests now fail on either, guarding against a replay handing the provider a signature covering text it never signed, and against GPT-5 phase segmentation being lost on resume.
+- **New benchmark results, and a comparison that changed shape.** Both suites are refreshed, and the design of the comparison changed with them: instead of running all three harnesses on one shared DeepSeek V4 Pro, each now runs the model it is normally paired with — PenguinHarness on DeepSeek V4 Pro, Claude Code on Claude Opus 4.8, OpenAI Codex on GPT-5.5 — so the model column is part of the result rather than a constant, and Tokens/cost are suite totals rather than per-run means. Data analysis (15 tasks, single run): 66.67% for PenguinHarness against 53.33% for both rivals, at $0.55 versus $38.48 and $19.41. Coding (40 tasks × 2 runs, accuracy over all 80 outcomes): 71.25%, level with Codex and behind Claude Code's 86.25%, at $3.81 versus $220.08 and $146.97. The copy moved with the data — the section no longer claims "same model" or "highest accuracy of the three", both of which the new results contradict, and leads on cost-per-quality instead; the 35×/70×/58×/39× multiples in that copy are now asserted against the data by unit test so they cannot drift on the next refresh. The README and blog charts are generated from the same source by `render-benchmark-svg.mjs`. Bars stay linear and zero-based, but carry a minimum length: at true scale the cost panels put PenguinHarness at ~2px, which reads as an empty slot rather than as the winning series, so the floor keeps it visible while still plainly the shortest bar — with the exact figure printed beside every one. The README's chart caption is now a single-line conclusion rather than a paragraph of run settings, matching the RAG cost hook.
+- **The demo videos reach the landing page.** The self-improvement section's "demo video coming soon" pill is replaced by the recording itself, and the RAG case tab plays the finished app instead of only picturing it — both following the READMEs, both locale-matched (`evo_zh`/`evo_en`, `rag_zh`/`rag_en`). The files stay out of this repo: at ~9 MB each against a ~17 MB history, committing four would triple what every contributor clones for assets only the marketing site shows, so they are served from the sibling `penguin-harness-community` repo via `raw.githubusercontent`, which answers with `accept-ranges: bytes` (seeking works) and `access-control-allow-origin: *`. Its `application/octet-stream` type does not block playback — `nosniff` is enforced for scripts and styles, not media — and this was verified end to end in Chromium rather than assumed. Every embed pairs a poster with `preload="none"`, so a page view downloads one ~37 KB still and no video byte until someone presses play (asserted by watching the network on load: zero mp4 requests). The standalone embed deliberately drops the BrowserFrame chrome the screenshots use, because the self-improvement recording is a narrated deck rather than the product's own UI; the RAG case keeps the frame, because there it really is the app.
+- **The draft page is genuinely centred, and the upward menus stop clipping.** The brand block sat inside the upper flex spacer, so the gap above it was shorter than the gap below the example cards by exactly the brand's own height — the whole page rode high, and the slash menu, which opens upward from the composer, ran into the top of the scroll area. The brand now lives in the same centred block as the composer, pills and example tasks, making the two gaps identical (measured: 134/134 at 1000px tall, 84/84 at 900, 34/34 at 800). The slash and `@` menus additionally cap their height to the room actually measured between the composer and the nearest clipping ancestor instead of a fixed `40vh`, which could not know that distance: previously the menu was cut by ~50px at 900px tall and still 5px at 800px, and now it fits at every height down to 620px, shrinking and scrolling internally instead of being clipped.
+- **Web polish.** Speed-test badges reset when the active Project changes (results are keyed by `(provider, model_id)`, so they used to leak across Projects); the work-group header ticks and settles on the same span, so its duration never jumps backwards; the markdown renderer's component map has a stable identity, so streaming no longer remounts closed code blocks and drops text selection or Copy state.
+- **Sources are diffable again.** Four files embedded a literal NUL byte as a composite-key separator instead of the `\0` escape, which made git treat them as binary — `catalog-sync.ts`, the model-catalog and models tests, and the scheduler produced no reviewable diff, no `git grep` output, and no textual merge. The runtime value is unchanged.
+- **Docs and metadata.** The workspace `files/content` preview mode and its response headers are documented in the server API reference (en/zh); the skills README lists the groups that actually exist; the skill-library page's docstrings describe the per-skill palette and two-column grid it really renders; `penguin-cli`'s `updated` date matches its version bump; the penguin-sdk RAG recipe stops installing the entire skill library into the app it generates; the README model table no longer lists Kimi K3 under Moonshot, which does not serve it; and a Chinese comment in the catalog's pricing block is translated.
+- **A test that did not test.** The early-title case asserting that sub-session output does not count toward the 1000-character trigger stayed green with the origin guard removed; it now fails without it.
diff --git a/changelog/0.0.2/README.md b/changelog/0.0.2/README.md
new file mode 100644
index 0000000..cd6ebb9
--- /dev/null
+++ b/changelog/0.0.2/README.md
@@ -0,0 +1,17 @@
+# Version 0.0.2
+
+Unreleased.
+
+- [2026-07-21] A model is always referenced by an explicit `(provider, model_id)` pair — the provider is never inferred, guessed, or defaulted — together with the fixes from a full review of the release branch, refreshed benchmark results, and the demo videos on the landing page. ([details](2026-07-21-model-reference-and-review-fixes.md))
+
+- [2026-07-20] Model catalog: preset provider groups, catalog entries and ordering, the Models page features built around them, and where model credentials are allowed to live. ([details](2026-07-20-models-and-credentials.md))
+
+- [2026-07-20] Web App: chat input and slash menu, session titles, the skill library cards, password fields, and the seeded admin password. ([details](2026-07-20-web-app.md))
+
+- [2026-07-20] Landing site: the story it tells, section structure, animations, navigation, the install domain, and the case gallery. ([details](2026-07-20-landing-site.md))
+
+- [2026-07-20] Skill library regrouped by audience, and the AI-app skills that turn one sentence into a running RAG app. ([details](2026-07-20-skills.md))
+
+- [2026-07-20] The repository READMEs, the blog posts, and the docs site. ([details](2026-07-20-readme-blog-and-docs.md))
+
+- [2026-07-20] Repository language, dev commands, the changelog layout itself, and dependency upgrades. ([details](2026-07-20-tooling.md))
diff --git a/changelog/README.md b/changelog/README.md
new file mode 100644
index 0000000..f1fb32a
--- /dev/null
+++ b/changelog/README.md
@@ -0,0 +1,10 @@
+# Changelog Details
+
+The root [../CHANGELOG.md](../CHANGELOG.md) keeps one brief line per release. Each release owns a folder here:
+
+- `<version>/README.md` — the release summary: one brief line per change, each linking its detail file, e.g. `- [YYYY-MM-DD] Brief description. ([details](YYYY-MM-DD-short-slug.md))`
+- `<version>/YYYY-MM-DD-short-slug.md` — one detail file per entry, named by the entry date: an H1 title, then what changed and why, using `##` sections once the entry covers more than one thing.
+- Entries are grouped by the surface they change — Models, Web App, landing site, skills, docs, tooling — rather than one file per commit. A related change extends the existing file and its summary line instead of opening a new one.
+- Changes not yet released go into the upcoming version's folder; during release preparation, rename the folder if the number changed and add the release line to the root file. Released folders are frozen.
+
+Written in English. History starts after the v0.0.1 release (2026-07-19); earlier changes are not backfilled.
diff --git a/install.sh b/install.sh
index 33400b8..56aa9be 100644
--- a/install.sh
+++ b/install.sh
@@ -149,5 +149,5 @@ echo "PenguinHarness $installed_version installed to $INSTALL_DIR"
 echo ""
 echo "Get started:"
 echo "  penguin --help    # all commands"
-echo "  penguin web       # start the Web UI at http://127.0.0.1:7364 (initial login: admin / admin123)"
+echo "  penguin web       # start the Web UI at http://127.0.0.1:7364 (initial login: admin / penguin-2026)"
 echo "  penguin server    # headless server (PORT / HOST to override)"
diff --git a/package.json b/package.json
index 3595e42..f4961cd 100644
--- a/package.json
+++ b/package.json
@@ -16,15 +16,18 @@
     "build": "pnpm -r build && pnpm link:cli",
     "link:cli": "pnpm --dir packages/cli link --global || echo '[link:cli] pnpm global directory not configured; skipping the global penguin link (run pnpm setup once first)'",
     "penguin": "tsx packages/cli/src/index.ts",
-    "dev:server": "pnpm --filter @prismshadow/penguin-skills --filter @prismshadow/penguin-core build && pnpm --filter @prismshadow/penguin-server dev",
-    "dev:web": "pnpm --filter @prismshadow/penguin-skills --filter @prismshadow/penguin-core build && pnpm --filter @prismshadow/penguin-web dev",
-    "dev:docs": "pnpm --filter @prismshadow/penguin-docs dev",
+    "dev": "concurrently -n server,web -c cyan,magenta \"pnpm dev:server\" \"pnpm dev:web\"",
+    "dev:server": "pnpm --filter @prismshadow/penguin-server dev",
+    "dev:web": "node scripts/dev-prebuild.mjs && pnpm --filter @prismshadow/penguin-web dev",
+    "dev:docs": "node scripts/dev-prebuild.mjs --install-only && pnpm --filter @prismshadow/penguin-docs dev",
+    "dev:landing": "node scripts/dev-prebuild.mjs --install-only && pnpm --filter @prismshadow/penguin-landing dev",
     "build:site": "node scripts/build-site.mjs"
   },
   "devDependencies": {
     "@prismshadow/penguin-cli": "workspace:*",
     "@prismshadow/penguin-core": "workspace:*",
     "@types/node": "^24.0.0",
+    "concurrently": "^10.0.3",
     "prettier": "^3.9.4",
     "tsx": "^4.20.0",
     "typescript": "^5.6.0",
diff --git a/packages/cli/package.json b/packages/cli/package.json
index 9db412e..401b8dc 100644
--- a/packages/cli/package.json
+++ b/packages/cli/package.json
@@ -22,7 +22,7 @@
     "penguin": "tsx src/index.ts"
   },
   "dependencies": {
-    "@prismshadow/agenthub": "^0.3.3",
+    "@prismshadow/agenthub": "^0.4.0",
     "@prismshadow/penguin-core": "workspace:*",
     "@prismshadow/penguin-server": "workspace:*",
     "@prismshadow/penguin-skills": "workspace:*",
diff --git a/packages/cli/src/commands/chat.ts b/packages/cli/src/commands/chat.ts
index 5873ae6..cae59a3 100644
--- a/packages/cli/src/commands/chat.ts
+++ b/packages/cli/src/commands/chat.ts
@@ -1,12 +1,14 @@
 /**
  * `penguin chat` — interactive REPL.
  *
- *   penguin chat [--model-id <id>] [--provider <group>] [--project-id <id>] [--agent-id <id>]
+ *   penguin chat [--model-id <id> --provider <group>] [--project-id <id>] [--agent-id <id>]
  *                [--workspace <path>] [--approve <allow-all|deny-all|read-only|always-ask>]
  *
  * Each line of input starts one conversation turn; `/compact` proactively compacts the
  * context (reason=manual); `/exit` or `/quit` exits.
- * Uses the current directory when no Workspace is specified.
+ * Uses the current directory when no Workspace is specified. A model reference is always an
+ * explicit `(provider, model_id)` pair, so `--model-id` and `--provider` must be given
+ * together; giving neither uses the Project's default model.
  *
  * Multi-line input: trailing `\` continues the line; when the terminal supports bracketed
  * paste, a multi-line paste is treated as a single message (sent on Enter).
@@ -65,6 +67,17 @@ export function registerChatCommand(program: Command, t: Messages): void {
     .option("--approve <mode>", t.common.approve)
     .option("--resume [sessionId]", t.chat.resume)
     .action(async (opts) => {
+      // The model reference is a pair: commander can only require each option on its own,
+      // so the "both or neither" rule is enforced here. Giving neither is the normal case
+      // and falls back to the Project's default model. Skipped under --resume, which
+      // rejects both options outright further down with a more specific message.
+      // Usage errors go to stderr (as in `run` and `config model add`), unlike this file's
+      // informational messages, which the REPL writes to stdout.
+      if (opts.resume === undefined && Boolean(opts.modelId) !== Boolean(opts.provider)) {
+        process.stderr.write(`${t.error(t.modelRefIncomplete())}\n`);
+        process.exitCode = 1;
+        return;
+      }
       const mode = resolveApprovalMode(opts.approve, t);
       const out = process.stdout;
 
diff --git a/packages/cli/src/commands/config.ts b/packages/cli/src/commands/config.ts
index 187cc78..64394bf 100644
--- a/packages/cli/src/commands/config.ts
+++ b/packages/cli/src/commands/config.ts
@@ -2,7 +2,7 @@
  * `penguin config` — manages a Project's model credentials, default model, model list,
  * Agent-level vault environment variables, and UI language.
  *
- *   penguin config model add --model-id <upstream id> [--provider <group>] [--api-key <key>] [--context-window <n>] [--set-default] [--root <dir>]
+ *   penguin config model add --model-id <upstream id> --provider <group> [--api-key <key>] [--context-window <n>] [--set-default] [--root <dir>]
  *   penguin config model default --model-id <upstream id> --provider <group> [--root <dir>]
  *   penguin config model vision --model-id <upstream id> --provider <group> [--root <dir>]
  *   penguin config model list [--root <dir>]
@@ -13,12 +13,12 @@
  *
  * `--model-id` always takes the **upstream id** (the request id sent to AgentHub verbatim),
  * which together with `--provider` forms a `(provider, model_id)` paired reference —
- * **no string concatenation is ever performed**. For `model add`, --provider defaults to
- * an inference from the built-in catalog (falling back to custom when inference fails);
- * a new entry's client_type defaults according to the group's semantics (not set for
- * first-party vendors; openai for custom / self-hosted groups / gateways, with the
- * gateway's endpoint base URL pre-filled). For `model default` / `model vision`,
- * --provider is **required**; core validation raises an error when the reference is not
+ * **no string concatenation is ever performed**. `--provider` is **required** on all three
+ * model subcommands: the group is never guessed, so `--api-key` can never land on a vendor
+ * the user did not name. For `model add`, a new entry's client_type defaults according to
+ * the group's semantics (not set for first-party vendors; openai for custom / self-hosted
+ * groups / gateways, with the gateway's endpoint base URL pre-filled). For `model default`
+ * / `model vision`, core validation raises an error when the reference is not
  * found in models. `--root` specifies the data root directory (priority: option >
  * PENGUIN_HOME > ~/.penguin/data). The UI language is controlled by the PENGUIN_LANG
  * environment variable; `config lang` writes it into the shell startup file and restarts
@@ -39,7 +39,6 @@ import {
   catalogEntryFor,
   formatModelRef,
   getModel,
-  inferProviderForUpstream,
   loadAgentVault,
   loadProjectConfig,
   providerInfo,
@@ -117,7 +116,7 @@ export function registerConfigCommand(program: Command, t: Messages): void {
     .command("add")
     .description(t.config.addDesc)
     .requiredOption("--model-id <id>", t.config.addModelId)
-    .option("--provider <group>", t.config.addProvider)
+    .requiredOption("--provider <group>", t.config.addProvider)
     .option("--api-key <key>", t.config.addApiKey)
     .option("--base-url <url>", t.config.addBaseUrl)
     .option("--context-window <n>", t.config.addContextWindow, parseIntArg)
@@ -133,11 +132,11 @@ export function registerConfigCommand(program: Command, t: Messages): void {
     .option("--root <dir>", t.common.root)
     .action(async (opts) => {
       const root = resolveRootOption(opts.root);
-      // --model-id takes the upstream id, paired with --provider as a reference
-      // (--provider defaults to catalog-based inference, falling back to custom); no
-      // concatenation is performed.
+      // --model-id takes the upstream id, paired with the required --provider as a
+      // reference; the group is never guessed, so --api-key can only ever land on the
+      // vendor the user named. No concatenation is performed.
       const modelId: string = opts.modelId;
-      const provider: string = opts.provider ?? inferProviderForUpstream(modelId);
+      const provider: string = opts.provider;
       const ref: ModelRef = { provider, model_id: modelId };
       const before = await loadProjectConfig(root, opts.projectId);
       const existed = getModel(before, ref) !== undefined;
diff --git a/packages/cli/src/commands/run.ts b/packages/cli/src/commands/run.ts
index 1a8f9d9..5617aee 100644
--- a/packages/cli/src/commands/run.ts
+++ b/packages/cli/src/commands/run.ts
@@ -1,14 +1,14 @@
 /**
  * `penguin run` — send a single Task in one shot.
  *
- *   penguin run -m <msg> [--model-id <id>] [--provider <group>] [--workspace <path>]
+ *   penguin run -m <msg> [--model-id <id> --provider <group>] [--workspace <path>]
  *               [--project-id <id>] [--agent-id <id>]
  *               [--approve <allow-all|deny-all|read-only|always-ask>]
  *
  * Uses the current directory when Workspace is unspecified; uses the Project's default model
- * when model is unspecified. `--provider` is optional: when omitted, `--model-id` is resolved
- * via resolveModelRef semantics (only matches when the exact value is globally unique in the
- * config; ambiguity is an error). Defaults to interactive per-call approval; `--approve`
+ * when model is unspecified. A model reference is always an explicit `(provider, model_id)`
+ * pair, so `--model-id` and `--provider` must be given together — giving only one of them is
+ * an error, never a lookup. Defaults to interactive per-call approval; `--approve`
  * selects the permission mode.
  * Docs: /docs/cli § "penguin run".
  */
@@ -31,6 +31,14 @@ export function registerRunCommand(program: Command, t: Messages): void {
     .option("--workspace <path>", t.common.workspace)
     .option("--approve <mode>", t.common.approve)
     .action(async (opts) => {
+      // The model reference is a pair: commander can only require each option on its own,
+      // so the "both or neither" rule is enforced here. Giving neither is the normal case
+      // and falls back to the Project's default model.
+      if (Boolean(opts.modelId) !== Boolean(opts.provider)) {
+        process.stderr.write(`${t.error(t.modelRefIncomplete())}\n`);
+        process.exitCode = 1;
+        return;
+      }
       const mode = resolveApprovalMode(opts.approve, t);
 
       const agent = await createAgent({
diff --git a/packages/cli/src/i18n.ts b/packages/cli/src/i18n.ts
index c4dd048..094b6f8 100644
--- a/packages/cli/src/i18n.ts
+++ b/packages/cli/src/i18n.ts
@@ -23,7 +23,7 @@ export interface Messages {
     projectId: string;
     agentId: string;
     modelId: string;
-    /** run/chat's --provider: pairs with --model-id; when omitted, resolved by unique match (ambiguity is an error). */
+    /** run/chat's --provider: must be given together with --model-id (the group is never inferred). */
     provider: string;
     /** Data root directory option (priority: --root > PENGUIN_HOME > ~/.penguin/data). */
     root: string;
@@ -113,6 +113,8 @@ export interface Messages {
   approveModeInvalid(value: string): string;
   /** Render label for an approval decision (frontend renders the approval_decision event; one label each for allow/deny). */
   approvalDecision(decision: "allow" | "deny"): string;
+  /** run/chat given only one of --model-id / --provider: a model reference is always an explicit pair, never a lookup. */
+  modelRefIncomplete(): string;
   /** --resume is mutually exclusive with --workspace/--model-id (neither can change once the Session is created). */
   resumeNoOverride(): string;
   /** --resume given without a session id, and the current Agent has no Session at all. */
@@ -156,7 +158,7 @@ const en: Messages = {
     agentId: "Agent id",
     modelId: "Model to use (upstream model id; defaults to the Project default model)",
     provider:
-      "Provider of --model-id; when omitted, the model id must match exactly one configured entry (ambiguity is an error)",
+      "Provider group of --model-id; required whenever --model-id is given (the group is never inferred)",
     root: "Data root directory (overrides PENGUIN_HOME and ~/.penguin/data)",
     workspace: "Workspace directory; must already exist (defaults to the current directory)",
     approve:
@@ -168,11 +170,11 @@ const en: Messages = {
     addDesc: "Add or update a model, optionally writing a credential",
     addModelId: "Upstream model id sent to AgentHub as-is (e.g. claude-sonnet-4-6)",
     addProvider:
-      "Provider group stored alongside model_id; inferred from the builtin catalog when omitted, else custom",
+      "Provider group stored alongside model_id; required, never inferred (use custom for anything without a vendor group)",
     addApiKey: "API key, stored inline in the Project's hidden .project_config.toml",
     addBaseUrl: "Custom base URL",
     addContextWindow: "Context window size (tokens)",
-    addClientType: "AgentHub client type (e.g. openai); inferred from model id when omitted",
+    addClientType: "AgentHub client type (e.g. openai); defaults by provider group when omitted",
     addVision: "Mark the model as supporting image input (vision)",
     addNoVision: "Mark the model as NOT supporting image input; omit both to keep current",
     addPriceCacheRead: "Price per 1M tokens: cache read (USD)",
@@ -235,6 +237,8 @@ const en: Messages = {
   approveModeInvalid: (value) =>
     `Invalid approval mode "${value}". Use allow-all, deny-all, read-only, or always-ask.`,
   approvalDecision: (decision) => (decision === "allow" ? "✓ [approved]" : "× [denied]"),
+  modelRefIncomplete: () =>
+    "--model-id and --provider must be given together: a model reference is always an explicit (provider, model_id) pair. Omit both to use the Project default model.",
   resumeNoOverride: () =>
     "--resume does not accept --workspace, --model-id or --provider: they follow the original Session and cannot change.",
   resumeNoSession: () => "No session to resume: this agent has no recorded sessions yet.",
@@ -268,7 +272,7 @@ const zh: Messages = {
     projectId: "Project id",
     agentId: "Agent id",
     modelId: "本次使用的模型（上游模型 id；默认 Project 默认模型）",
-    provider: "--model-id 的 provider 分组；省略时 model id 须在配置中精确唯一命中（歧义报错）",
+    provider: "--model-id 的 provider 分组；给出 --model-id 时必须一并给出（分组不作任何推断）",
     root: "数据根目录（优先于 PENGUIN_HOME 与 ~/.penguin/data）",
     workspace: "Workspace 目录，须为已存在目录（默认当前目录）",
     approve:
@@ -279,11 +283,11 @@ const zh: Messages = {
     modelDesc: "管理模型 credential 与默认模型",
     addDesc: "新增或更新一个模型，并可写入 credential",
     addModelId: "上游模型 id（如 claude-sonnet-4-6，原样发给 AgentHub）",
-    addProvider: "与 model_id 分列存储的 provider 分组；缺省按内置目录推断，推断不出为 custom",
+    addProvider: "与 model_id 分列存储的 provider 分组；必填，不作推断（无厂商分组时填 custom）",
     addApiKey: "API key，内联存入 Project 的隐藏文件 .project_config.toml",
     addBaseUrl: "自定义 base url",
     addContextWindow: "上下文窗口大小（token 数）",
-    addClientType: "AgentHub 客户端协议（如 openai）；缺省由 model id 推断",
+    addClientType: "AgentHub 客户端协议（如 openai）；缺省按 provider 分组的语义取值",
     addVision: "标注该模型支持图片输入（视觉）",
     addNoVision: "标注该模型不支持图片输入；两者都不给则保留原值",
     addPriceCacheRead: "每百万 token 价格：缓存读取（USD）",
@@ -345,6 +349,8 @@ const zh: Messages = {
   approveModeInvalid: (value) =>
     `无效的审批模式 "${value}"。请使用 allow-all、deny-all、read-only 或 always-ask。`,
   approvalDecision: (decision) => (decision === "allow" ? "✓ [已批准]" : "× [已拒绝]"),
+  modelRefIncomplete: () =>
+    "--model-id 与 --provider 必须成对给出：模型引用始终是显式的 (provider, model_id) 组合。两者都不给则使用 Project 默认模型。",
   resumeNoOverride: () =>
     "--resume 不接受 --workspace、--model-id 与 --provider：均沿用原 Session，创建后不可更换。",
   resumeNoSession: () => "没有可恢复的 Session：当前 Agent 还没有任何会话记录。",
diff --git a/packages/cli/test/config-model.test.ts b/packages/cli/test/config-model.test.ts
index 0f084c7..b3f13ee 100644
--- a/packages/cli/test/config-model.test.ts
+++ b/packages/cli/test/config-model.test.ts
@@ -1,10 +1,10 @@
 /**
  * Integration tests for `penguin config model add|default|vision|list` (run through
  * commander's parseAsync for the full command path): --model-id always takes the
- * upstream id, paired with --provider to form a (provider, model_id) reference (add's
- * --provider defaults to catalog-based inference, falling back to custom when
- * inference fails; default / vision require --provider and raise an error when the
- * reference isn't found in models — no string concatenation is ever performed); --root
+ * upstream id, paired with --provider to form a (provider, model_id) reference
+ * (--provider is required on all three subcommands — the group is never inferred — and
+ * default / vision raise an error when the reference isn't found in models; no string
+ * concatenation is ever performed); --root
  * specifies the data root directory (takes priority over PENGUIN_HOME); persisted to a
  * single hidden .project_config.toml (mode 0600, credentials inline, provider and
  * model_id as separate columns); list displays provider and model_id as separate
@@ -84,13 +84,15 @@ describe("penguin config model add/list (--root plus provider / model_id stored
       "add",
       "--model-id",
       "my-own-model",
+      "--provider",
+      "custom",
       "--api-key",
       "sk-root-secret-1",
       "--root",
       tmpRoot,
     ]);
     expect(add.code).toBe(0);
-    // Catalog inference fails -> falls back to the custom group (provider is a separate field, never concatenated into the id).
+    // The named group is stored as a separate field, never concatenated into the id.
     expect(add.out).toContain("Added model (provider=custom, model_id=my-own-model).");
 
     const file = projectConfigPath(tmpRoot, DEFAULT_PROJECT_ID);
@@ -119,11 +121,13 @@ describe("penguin config model add/list (--root plus provider / model_id stored
     expect(list.out).not.toContain("sk-root-secret-1");
   });
 
-  it("built-in catalog infers the grouping: an upstream id matching the catalog lands under that provider; --set-default writes a pair reference", async () => {
+  it("naming an existing pair updates that preset entry in place; --set-default writes a pair reference", async () => {
     const add = await runModel([
       "add",
       "--model-id",
       "claude-sonnet-4-6",
+      "--provider",
+      "anthropic",
       "--set-default",
       "--root",
       tmpRoot,
@@ -168,8 +172,16 @@ describe("penguin config model add/list (--root plus provider / model_id stored
   });
 
   it("client_type defaults by grouping semantics (PRN-021): custom / self-hosted / gateway get openai, first-party providers get none", async () => {
-    // custom (catalog inference fails) and self-hosted groups (--provider not a catalog value): default to client_type=openai.
-    await runModel(["add", "--model-id", "my-openai-proxy", "--root", tmpRoot]);
+    // The custom group and self-hosted groups (--provider not a catalog value): default to client_type=openai.
+    await runModel([
+      "add",
+      "--model-id",
+      "my-openai-proxy",
+      "--provider",
+      "custom",
+      "--root",
+      tmpRoot,
+    ]);
     await runModel(["add", "--model-id", "in-house-1", "--provider", "mylab", "--root", tmpRoot]);
     // A non-catalog id under a first-party vendor group: client_type is not set (AgentHub auto-routes by upstream id).
     await runModel([
@@ -241,13 +253,29 @@ describe("penguin config model add/list (--root plus provider / model_id stored
   });
 });
 
-describe("model default/vision: --provider is required, (provider, model_id) pair reference", () => {
+describe("model add/default/vision: --provider is required, (provider, model_id) pair reference", () => {
   it("missing --provider: commander usage error, nonzero exit code", async () => {
     const bad = await runModel(["default", "--model-id", "deepseek-v4-flash", "--root", tmpRoot]);
     expect(bad.code).not.toBe(0);
     expect(bad.err).toContain("--provider");
   });
 
+  it("add without --provider is a usage error too: the group is never inferred, so no config is written", async () => {
+    const bad = await runModel([
+      "add",
+      "--model-id",
+      "claude-sonnet-4-6",
+      "--api-key",
+      "sk-never-stored",
+      "--root",
+      tmpRoot,
+    ]);
+    expect(bad.code).not.toBe(0);
+    expect(bad.err).toContain("--provider");
+    // The credential must not have landed on a guessed vendor: nothing was persisted at all.
+    await expect(fs.access(projectConfigPath(tmpRoot, DEFAULT_PROJECT_ID))).rejects.toThrow();
+  });
+
   it("dangling reference: the pair is not in models; the error carries the pair reference and a model list hint", async () => {
     const bad = await runModel([
       "default",
diff --git a/packages/cli/test/model-ref-pairing.test.ts b/packages/cli/test/model-ref-pairing.test.ts
new file mode 100644
index 0000000..809a9a8
--- /dev/null
+++ b/packages/cli/test/model-ref-pairing.test.ts
@@ -0,0 +1,106 @@
+/**
+ * `penguin run` / `penguin chat`: a model reference is always an explicit
+ * (provider, model_id) pair. Commander can only mark each option required on its own, so
+ * the "both or neither" rule is enforced inside the action — supplying exactly one of
+ * --model-id / --provider is a usage error (never a lookup against the configured models),
+ * while supplying neither falls back to the Project's default model.
+ */
+import fs from "node:fs/promises";
+import os from "node:os";
+import path from "node:path";
+import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
+import { Command } from "commander";
+import { registerChatCommand } from "../src/commands/chat.js";
+import { registerRunCommand } from "../src/commands/run.js";
+import { getMessages } from "../src/i18n.js";
+
+// The --resume case below reaches createAgent, which initializes Agent state on disk; point
+// the data root at a throwaway directory so no test ever writes to the real ~/.penguin/data.
+let tmpHome: string;
+let prevHome: string | undefined;
+
+beforeEach(async () => {
+  prevHome = process.env.PENGUIN_HOME;
+  tmpHome = await fs.mkdtemp(path.join(os.tmpdir(), "penguin-cli-pairing-"));
+  process.env.PENGUIN_HOME = tmpHome;
+});
+
+afterEach(async () => {
+  if (prevHome === undefined) delete process.env.PENGUIN_HOME;
+  else process.env.PENGUIN_HOME = prevHome;
+  await fs.rm(tmpHome, { recursive: true, force: true });
+});
+
+/** Runs one command, capturing stdout / stderr and the exit code (without exiting the process). */
+async function runCommand(
+  register: (program: Command, t: ReturnType<typeof getMessages>) => void,
+  args: string[],
+): Promise<{ out: string; err: string; code: number }> {
+  const program = new Command();
+  program.exitOverride();
+  register(program, getMessages("en"));
+  const out: string[] = [];
+  const err: string[] = [];
+  const outSpy = vi.spyOn(process.stdout, "write").mockImplementation((chunk) => {
+    out.push(String(chunk));
+    return true;
+  });
+  const errSpy = vi.spyOn(process.stderr, "write").mockImplementation((chunk) => {
+    err.push(String(chunk));
+    return true;
+  });
+  const prevExitCode = process.exitCode;
+  process.exitCode = undefined;
+  try {
+    await program.parseAsync(["node", "penguin", ...args]);
+    return { out: out.join(""), err: err.join(""), code: Number(process.exitCode ?? 0) };
+  } catch (e) {
+    const exitCode = (e as { exitCode?: number }).exitCode;
+    return { out: out.join(""), err: err.join(""), code: exitCode || 1 };
+  } finally {
+    outSpy.mockRestore();
+    errSpy.mockRestore();
+    process.exitCode = prevExitCode;
+  }
+}
+
+describe("run: --model-id and --provider must be given together", () => {
+  it("--model-id without --provider: error on stderr, exit code 1", async () => {
+    const bad = await runCommand(registerRunCommand, [
+      "run",
+      "-m",
+      "hi",
+      "--model-id",
+      "deepseek-v4-flash",
+    ]);
+    expect(bad.code).toBe(1);
+    expect(bad.err).toContain("--model-id and --provider must be given together");
+  });
+
+  it("--provider without --model-id: same error (the pair is never half-specified)", async () => {
+    const bad = await runCommand(registerRunCommand, ["run", "-m", "hi", "--provider", "deepseek"]);
+    expect(bad.code).toBe(1);
+    expect(bad.err).toContain("--model-id and --provider must be given together");
+  });
+});
+
+describe("chat: --model-id and --provider must be given together", () => {
+  it("--model-id without --provider: error on stderr, exit code 1", async () => {
+    const bad = await runCommand(registerChatCommand, ["chat", "--model-id", "deepseek-v4-flash"]);
+    expect(bad.code).toBe(1);
+    expect(bad.err).toContain("--model-id and --provider must be given together");
+  });
+
+  it("--resume plus a lone --model-id keeps the more specific resume error", async () => {
+    const bad = await runCommand(registerChatCommand, [
+      "chat",
+      "--resume",
+      "sess-1",
+      "--model-id",
+      "deepseek-v4-flash",
+    ]);
+    expect(bad.code).toBe(1);
+    expect(bad.out).toContain("--resume does not accept");
+    expect(`${bad.out}${bad.err}`).not.toContain("must be given together");
+  });
+});
diff --git a/packages/core/package.json b/packages/core/package.json
index 593540e..abd4c28 100644
--- a/packages/core/package.json
+++ b/packages/core/package.json
@@ -36,7 +36,7 @@
     "build": "tsup"
   },
   "dependencies": {
-    "@prismshadow/agenthub": "^0.3.3",
+    "@prismshadow/agenthub": "^0.4.0",
     "@prismshadow/penguin-skills": "workspace:*",
     "smol-toml": "^1.3.0",
     "yaml": "^2.5.0"
diff --git a/packages/core/src/agent.ts b/packages/core/src/agent.ts
index 5613d64..63db090 100644
--- a/packages/core/src/agent.ts
+++ b/packages/core/src/agent.ts
@@ -79,12 +79,14 @@ export interface CreateAgentOptions {
 export interface CreateSessionOptions {
   /** Workspace for this run; if unspecified, a temporary Workspace is created under the Agent directory. */
   workspaceDir?: string;
-  /** Model used for this Session (upstream model_id); if unspecified, uses the Project's default Model. */
+  /**
+   * Model used for this Session (upstream model_id); must be given together with `provider`.
+   * Omit both to use the Project's default Model.
+   */
   modelId?: string;
   /**
-   * Provider grouping for `modelId` (a paired reference); if omitted, resolved via
-   * `resolveModelRef` semantics — `model_id` only resolves if it is a globally unique
-   * exact match in the config; zero or multiple matches produce a clear error.
+   * Provider grouping for `modelId`: the two together form the paired reference. It is never
+   * inferred, so it's "both or neither" — either half alone is an error, not a lookup.
    */
   provider?: string;
   /** Explicit credentials; if unspecified, falls back to credentials in the Project config, then to AgentHub reading environment variables. */
@@ -134,18 +136,20 @@ export class Agent {
    */
   async createSession(opts: CreateSessionOptions = {}): Promise<Session> {
     // Model is validated first (before creating the Workspace, so failure leaves no
-    // temp directory behind): the reference must resolve to an entry in the Project
-    // config (the (provider, model_id) pair is the unique key); a reference
-    // outside the config throws immediately rather than passing silently — otherwise
-    // credentials, pricing, and the context window would all be unavailable.
-    if (opts.modelId === undefined && opts.provider !== undefined) {
+    // temp directory behind): the reference must be the complete (provider, model_id)
+    // pair — the config's unique key — and must name an entry in the Project config; a
+    // reference outside the config throws immediately rather than passing silently,
+    // otherwise credentials, pricing, and the context window would all be unavailable.
+    // Half a reference is always an error: the missing half is never inferred, since a
+    // guessed provider would send the entry's credential to a vendor nobody named.
+    if ((opts.modelId === undefined) !== (opts.provider === undefined)) {
       throw new Error(
-        "provider was specified without modelId: a model reference must be given as a pair (provider cannot be used alone).",
+        "A model reference must be given as a (provider, model_id) pair: both must be specified, or neither (to use the Project's default model).",
       );
     }
     let ref: ModelRef;
-    if (opts.modelId !== undefined) {
-      // The only entry point for resolving an "omitted provider" reference (resolveModelRef): three branches — unique match / zero matches / ambiguous.
+    if (opts.modelId !== undefined && opts.provider !== undefined) {
+      // Pair validation only (resolveModelRef): the pair either names a configured entry or errors.
       ref = resolveModelRef(this.projectConfig, opts.modelId, opts.provider);
     } else if (this.projectConfig.default_model) {
       ref = this.projectConfig.default_model;
@@ -211,6 +215,8 @@ export class Agent {
       sessionEnvironment(workspaceDir, sessionId, {
         agentId: this.state.agentId,
         projectDir: projectDir(this.state.root, this.state.projectId),
+        provider: modelEntry.provider,
+        modelId: modelEntry.model_id,
       }),
       Object.keys(vault),
       installedSkills,
@@ -445,9 +451,12 @@ export class Agent {
     const { workspaceDir, modelEntry, apiKey, baseUrl, systemPrompt, subagentDepth, vault } = args;
     // Child-Agent runner: injected into the run_subagent tool so it doesn't need to
     // depend on Agent/Session (breaking a circular dependency). The model can
-    // optionally choose agentId (omitted = call the current Agent) and modelId
-    // (omitted = Project default). Precheck errors (depth limit exceeded / agent
-    // doesn't exist) are expressed as throws, which the Environment collapses to failed.
+    // optionally choose agentId (omitted = call the current Agent) and the child
+    // Session's model (omitted = Project default); the model reference is forwarded to
+    // createSession as-is and must be a complete (provider, model_id) pair — half a
+    // reference is rejected there rather than being guessed here. Precheck errors (depth
+    // limit exceeded / agent doesn't exist) are expressed as throws, which the
+    // Environment collapses to failed.
     // Docs: /docs/interfaces § "Subagent interfaces"
     const parentAgent = this;
     const { root, projectId, agentId: parentAgentId } = this.state;
@@ -455,7 +464,7 @@ export class Agent {
       // Spawn and run are separate: the same child Session can run for multiple turns
       // (continuing via input_subagent appending a prompt); resource cleanup is
       // consolidated in handle.dispose (called by the managing ManagedSubagentSession).
-      async spawn({ agentId, modelId }) {
+      async spawn({ agentId, modelId, provider }) {
         if (subagentDepth >= MAX_SUBAGENT_DEPTH) {
           throw new Error(
             `subagent depth limit ${MAX_SUBAGENT_DEPTH} reached; not spawning another subagent`,
@@ -475,9 +484,12 @@ export class Agent {
           agentId !== undefined && agentId !== parentAgentId
             ? await createAgent({ root, projectId, agentId })
             : parentAgent;
+        // The model reference is forwarded as a whole: createSession rejects half a pair, so a
+        // caller that named only one side gets the same error the CLI and HTTP layers give.
         const childSession = await childAgent.createSession({
           workspaceDir,
           ...(modelId !== undefined ? { modelId } : {}),
+          ...(provider !== undefined ? { provider } : {}),
           subagentDepth: subagentDepth + 1,
         });
         // All child-session messages are tagged with an origin (the child Session id,
diff --git a/packages/core/src/environment/tools/run-subagent.ts b/packages/core/src/environment/tools/run-subagent.ts
index 9c27cf9..328c296 100644
--- a/packages/core/src/environment/tools/run-subagent.ts
+++ b/packages/core/src/environment/tools/run-subagent.ts
@@ -82,6 +82,15 @@ export function createSubagentTool(
       }
       const agentId = typeof args.agent_id === "string" ? args.agent_id : undefined;
       const modelId = typeof args.model_id === "string" ? args.model_id : undefined;
+      const provider = typeof args.provider === "string" ? args.provider : undefined;
+      // A model is referenced by the complete (provider, model_id) pair — never half of one.
+      // Caught here rather than in createSession so the model is told which half it left out.
+      if ((modelId === undefined) !== (provider === undefined)) {
+        yield* fail(
+          "[run_subagent error: `model_id` and `provider` must be given together (a model reference is the pair), or both omitted to use the Project default model]",
+        );
+        return { stopReason: "failed" };
+      }
       const yieldMs = clampYield(
         args.yield_time_ms,
         DEFAULT_SUBAGENT_YIELD_MS,
@@ -106,6 +115,7 @@ export function createSubagentTool(
         const handle = await runner.spawn({
           ...(agentId !== undefined ? { agentId } : {}),
           ...(modelId !== undefined ? { modelId } : {}),
+          ...(provider !== undefined ? { provider } : {}),
         });
         session = new ManagedSubagentSession(handle);
       } catch (err) {
diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts
index 28f40d4..fdbd62f 100644
--- a/packages/core/src/index.ts
+++ b/packages/core/src/index.ts
@@ -9,7 +9,8 @@
  *
  * ```ts
  * const agent = await createAgent({ agentId: "default_agent" });
- * const session = await agent.createSession({ workspaceDir, modelId });
+ * // A model reference is always the (provider, model_id) pair; omit both for the Project default.
+ * const session = await agent.createSession({ workspaceDir, provider, modelId });
  * for await (const output of session.run([userText("...")])) { ... }
  * ```
  */
@@ -36,7 +37,12 @@ export type {
 } from "./engine/context-engine.js";
 export { Session } from "./session.js";
 export type { SessionConfig } from "./session.js";
-export { buildTitlePrompt, generateTitleWithLLM, sanitizeTitle } from "./session-title.js";
+export {
+  buildTitlePrompt,
+  generateTitleWithLLM,
+  sanitizeTitle,
+  stripConversationMarkers,
+} from "./session-title.js";
 export type { SessionTitleResult } from "./session-title.js";
 export { Agent, createAgent } from "./agent.js";
 export type { CreateAgentOptions, CreateSessionOptions, ResumeSessionOptions } from "./agent.js";
diff --git a/packages/core/src/interfaces.ts b/packages/core/src/interfaces.ts
index c8c463c..fab5ea1 100644
--- a/packages/core/src/interfaces.ts
+++ b/packages/core/src/interfaces.ts
@@ -200,8 +200,14 @@ export interface SubagentRunner {
   spawn(input: {
     /** The child Agent's agentId; if omitted, reuses the current Agent (self-invocation). */
     agentId?: string;
-    /** The Model used by the child Session; if omitted, uses the Project's default Model. */
+    /**
+     * Upstream model id for the child Session, paired with `provider` — a model reference is
+     * always the complete pair. Omit both to use the Project's default Model; supplying one
+     * half without the other is rejected.
+     */
     modelId?: string;
+    /** Provider group for `modelId`; required whenever `modelId` is given. */
+    provider?: string;
   }): Promise<SubagentHandle>;
 }
 
diff --git a/packages/core/src/internal/session-support.ts b/packages/core/src/internal/session-support.ts
index 9e6484e..2b5bbe2 100644
--- a/packages/core/src/internal/session-support.ts
+++ b/packages/core/src/internal/session-support.ts
@@ -35,7 +35,7 @@ export function formatSessionId(date: Date = new Date()): string {
 export function sessionEnvironment(
   workspaceDir: string,
   sessionId: string,
-  ids: { agentId: string; projectDir: string },
+  ids: { agentId: string; projectDir: string; provider: string; modelId: string },
   date = new Date(),
 ): SessionEnvironment {
   return {
@@ -43,6 +43,8 @@ export function sessionEnvironment(
     cwd: workspaceDir,
     agentId: ids.agentId,
     projectDir: ids.projectDir,
+    provider: ids.provider,
+    modelId: ids.modelId,
     platform: process.platform,
     osVersion: getOsVersion(),
     date: formatLocalDate(date),
diff --git a/packages/core/src/llm/generative-model.ts b/packages/core/src/llm/generative-model.ts
index 87f7a0c..58ba081 100644
--- a/packages/core/src/llm/generative-model.ts
+++ b/packages/core/src/llm/generative-model.ts
@@ -21,7 +21,12 @@
  * `context_engine` only consumes OmniMessage; all Uni* protocol details are encapsulated here.
  * Docs: /docs/interfaces § "The built-in implementation: GenerativeModel".
  */
-import { AutoLLMClient, ThinkingLevel } from "@prismshadow/agenthub";
+import {
+  AutoLLMClient,
+  EmptyResponseError,
+  ThinkingLevel,
+  ToolCallArgumentParseError,
+} from "@prismshadow/agenthub";
 import type {
   ContentItem,
   FinishReason,
@@ -45,6 +50,7 @@ import {
 } from "../omnimessage/index.js";
 import type {
   CompleteModelPayload,
+  Fidelity,
   OmniMessage,
   StopReason,
   TokenCounts,
@@ -75,21 +81,43 @@ function parseToolArguments(raw: string): Record<string, unknown> {
   return parsed !== null && typeof parsed === "object" ? (parsed as Record<string, unknown>) : {};
 }
 
+/**
+ * Whether a fidelity payload carries at least one key (mirrors AgentHub's baseClient helper —
+ * an absent and an empty fidelity are equivalent).
+ */
+function hasFidelity(fidelity?: Fidelity): boolean {
+  return fidelity != null && Object.keys(fidelity).length > 0;
+}
+
+/**
+ * Compare two fidelity payloads by value (mirrors AgentHub's baseClient helper). Fidelity
+ * objects are built with a stable key order by each AgentHub client, so JSON serialization is
+ * a faithful equality check.
+ */
+function fidelityEquals(a?: Fidelity, b?: Fidelity): boolean {
+  return JSON.stringify(a ?? {}) === JSON.stringify(b ?? {});
+}
+
+/** Spread helper: attach `fidelity` only when it carries at least one key. */
+function fidelityProp(fidelity?: Fidelity): { fidelity?: Fidelity } {
+  return hasFidelity(fidelity) ? { fidelity } : {};
+}
+
 /**
  * Maps a complete OmniMessage payload to an AgentHub `ContentItem`.
  * Only complete model_msg payloads are supported; `partial_*` is an output-only protocol.
  */
 function payloadToContentItem(payload: CompleteModelPayload): ContentItem {
-  // Provider-fidelity fields (signature / phase) are restored verbatim — some models require
-  // them when history is replayed back (e.g. Claude thinking signatures, GPT-5 encrypted
-  // reasoning and phase segmentation); losing them would break Session recovery.
+  // The provider-fidelity payload is opaque and restored verbatim — some models require it
+  // when history is replayed back (e.g. Claude thinking signatures, GPT-5 encrypted reasoning
+  // and phase segmentation, the OpenAI-compatible reasoning field name); losing it would break
+  // Session recovery.
   switch (payload.type) {
     case "text":
       return {
         type: "text",
         text: payload.text,
-        ...(payload.phase != null ? { phase: payload.phase } : {}),
-        ...(payload.signature !== undefined ? { signature: payload.signature } : {}),
+        ...fidelityProp(payload.fidelity),
       };
     case "image_url":
       return { type: "image_url", image_url: payload.image_url };
@@ -98,20 +126,20 @@ function payloadToContentItem(payload: CompleteModelPayload): ContentItem {
         type: "inline_data",
         data: Buffer.from(payload.data, "base64"),
         mime_type: payload.mime_type,
-        ...(payload.signature !== undefined ? { signature: payload.signature } : {}),
+        ...fidelityProp(payload.fidelity),
       };
     case "inline_thinking":
       return {
         type: "inline_thinking",
         data: Buffer.from(payload.data, "base64"),
         mime_type: payload.mime_type,
-        ...(payload.signature !== undefined ? { signature: payload.signature } : {}),
+        ...fidelityProp(payload.fidelity),
       };
     case "thinking":
       return {
         type: "thinking",
         thinking: payload.thinking,
-        ...(payload.signature !== undefined ? { signature: payload.signature } : {}),
+        ...fidelityProp(payload.fidelity),
       };
     case "tool_call":
       return {
@@ -121,7 +149,7 @@ function payloadToContentItem(payload: CompleteModelPayload): ContentItem {
         arguments: parseToolArguments(payload.arguments),
         // On the way back, strip the uniqueness suffix to restore the provider's original id (see tool-call-ids.ts).
         tool_call_id: stripToolCallIdSuffix(payload.tool_call_id),
-        ...(payload.signature !== undefined ? { signature: payload.signature } : {}),
+        ...fidelityProp(payload.fidelity),
       };
     case "tool_call_output":
       return {
@@ -240,8 +268,8 @@ interface ToolCallAccumulator {
   toolCallId: string;
   /** The original tool_call_id reported by the provider (the attribution key for inbound events). */
   providerKey: string;
-  /** Provider-fidelity field: signature (kept verbatim, produced alongside the complete tool_call). */
-  signature: string | undefined;
+  /** Provider-fidelity payload (kept verbatim, produced alongside the complete tool_call). */
+  fidelity: Fidelity | undefined;
   /** Whether this tool_call's complete message has already been emitted eagerly in `pushEvent` (avoids duplicate emission in finish). */
   emitted: boolean;
 }
@@ -274,12 +302,12 @@ export class EventTranslator {
   // Buffers needed for the complete message.
   private textBuffer = "";
   private thinkingBuffer = "";
-  // Provider-fidelity fields: the thinking block's signature (a signature
-  // marks the end of a block) and the current text segment's phase (sticky across segments;
-  // a differing phase marker starts a new segment) and signature.
-  private thinkingSignature: string | undefined;
-  private textPhase: string | null = null;
-  private textSignature: string | undefined;
+  // Provider-fidelity payloads of the currently open segments. Segmentation mirrors AgentHub's
+  // baseClient aggregation: a thinking block is closed by its fidelity payload (a run of equal
+  // fidelity is one block); a text segment is closed by a `fidelity.signature` and split by a
+  // differing `fidelity.phase`.
+  private thinkingFidelity: Fidelity | undefined;
+  private textFidelity: Fidelity | undefined;
   /** Provider id keys saved in order of appearance, so complete tool_calls are emitted in a stable order. */
   private toolOrder: string[] = [];
   /** provider's original tool_call_id → the accumulator for the **latest** call under that id. */
@@ -306,17 +334,26 @@ export class EventTranslator {
     for (const item of event.content_items) {
       switch (item.type) {
         case "text": {
-          // Provider fidelity: a phase marker can arrive as an increment with **empty text**
-          // (e.g. GPT-5's segment markers). A phase differing from the current segment's phase
-          // starts a new segment — providers split by phase when replaying history, so mixing
-          // segments would break fidelity. Phase is sticky across segments (a subsequent segment
-          // with the same phase isn't re-marked).
-          if (item.phase != null && item.phase !== this.textPhase) {
+          // Mirrors AgentHub baseClient text aggregation. A `fidelity.phase` marker can arrive
+          // as an increment with **empty text** (e.g. GPT-5's segment markers): a phase
+          // differing from the current segment's phase starts a new segment — providers split
+          // by phase when replaying history, so mixing segments would break fidelity. A
+          // `fidelity.signature` closes the segment: any further content starts a new one.
+          // On merge, fidelity keys accumulate ({...current, ...incoming}).
+          const curPhase = (this.textFidelity as { phase?: unknown } | undefined)?.phase ?? null;
+          const inPhase = (item.fidelity as { phase?: unknown } | undefined)?.phase ?? null;
+          const signatureClosed =
+            (this.textFidelity as { signature?: unknown } | undefined)?.signature != null;
+          if (
+            (signatureClosed && (item.text || hasFidelity(item.fidelity))) ||
+            (inPhase != null && inPhase !== curPhase)
+          ) {
             yield* this.flushThinking("completed");
             yield* this.flushText("completed");
-            this.textPhase = item.phase;
           }
-          if (item.signature) this.textSignature = item.signature;
+          if (hasFidelity(item.fidelity)) {
+            this.textFidelity = { ...this.textFidelity, ...item.fidelity };
+          }
           if (!item.text) break;
           // Type boundary: before a text segment starts, flush any unclosed thinking
           // segment, so the complete-message order matches generation order (thinking → text).
@@ -332,16 +369,22 @@ export class EventTranslator {
           break;
         }
         case "thinking": {
-          // Provider fidelity: a thinking block ends with a signature (Claude's signature_delta
-          // is empty text + signature; redacted blocks carry sentinel text + signature; GPT-5
-          // encrypted reasoning is empty text + signature). If thinking content/a new signature
-          // arrives after a signature is already set, that's a new block — close the current
-          // segment first, so each block's signature stays independently faithful and blocks
-          // don't bleed into each other when history is replayed.
-          if (this.thinkingSignature !== undefined && (item.thinking || item.signature)) {
+          // Mirrors AgentHub baseClient thinking aggregation: a thinking block is closed by its
+          // fidelity payload (Claude's signature_delta is empty text + fidelity{signature};
+          // redacted blocks carry sentinel text + fidelity; GPT-5 encrypted reasoning is empty
+          // text + fidelity{id, encrypted_content}), and **a run of equal fidelity is one
+          // block** — OpenAI-compatible clients stamp every delta with the same
+          // fidelity{reasoning_field}, which must not split blocks. Content arriving after a
+          // different fidelity is set starts a new block, so each block's fidelity stays
+          // independently faithful when history is replayed.
+          if (
+            hasFidelity(this.thinkingFidelity) &&
+            !fidelityEquals(this.thinkingFidelity, item.fidelity) &&
+            (item.thinking || hasFidelity(item.fidelity))
+          ) {
             yield* this.flushThinking("completed");
           }
-          if (item.signature) this.thinkingSignature = item.signature;
+          if (hasFidelity(item.fidelity)) this.thinkingFidelity = item.fidelity;
           if (!item.thinking) break;
           // Type boundary: before a thinking segment starts, flush any unclosed text
           // segment, so the complete-message order matches generation order (text → thinking).
@@ -365,7 +408,7 @@ export class EventTranslator {
           if (item.tool_call_id) this.activeToolCallId = item.tool_call_id;
           const acc = this.ensureTool(providerKey, item.name);
           if (item.name) acc.name = item.name;
-          if (item.signature) acc.signature = item.signature;
+          if (hasFidelity(item.fidelity)) acc.fidelity = item.fidelity;
           // Externally always use the uniqueness-resolved id (with a `#n` suffix on provider id collisions), matching the complete tool_call.
           if (!this.toolStarted.has(acc.toolCallId)) {
             // Type boundary: before a new tool_call starts, flush any unclosed thinking/text
@@ -418,7 +461,7 @@ export class EventTranslator {
           if (!acc || acc.emitted) acc = this.createTool(item.tool_call_id, item.name);
           acc.name = item.name;
           acc.completeArgs = JSON.stringify(item.arguments ?? {});
-          if (item.signature) acc.signature = item.signature;
+          if (hasFidelity(item.fidelity)) acc.fidelity = item.fidelity;
           yield* this.emitCompleteTool(acc);
           break;
         }
@@ -507,7 +550,7 @@ export class EventTranslator {
       arguments: acc.completeArgs ?? acc.argsBuffer,
       toolCallId: acc.toolCallId,
       stopReason,
-      ...(acc.signature !== undefined ? { signature: acc.signature } : {}),
+      ...(acc.fidelity !== undefined ? { fidelity: acc.fidelity } : {}),
     });
     // activeToolCallId holds the provider id key (used to attribute id-less deltas); reset it by providerKey.
     if (this.activeToolCallId === acc.providerKey) {
@@ -536,14 +579,12 @@ export class EventTranslator {
       yield partialThinking("stop", "", stopReason);
       this.thinkingStarted = false;
     }
-    // A thinking block with empty text but a signature (GPT-5 encrypted reasoning) still
-    // produces a complete message — the signature is required when replaying history.
-    if (this.thinkingBuffer || this.thinkingSignature !== undefined) {
-      yield thinkingMessage(this.thinkingBuffer, stopReason, {
-        ...(this.thinkingSignature !== undefined ? { signature: this.thinkingSignature } : {}),
-      });
+    // A thinking block with empty text but a fidelity payload (GPT-5 encrypted reasoning)
+    // still produces a complete message — the fidelity is required when replaying history.
+    if (this.thinkingBuffer || hasFidelity(this.thinkingFidelity)) {
+      yield thinkingMessage(this.thinkingBuffer, stopReason, this.thinkingFidelity);
       this.thinkingBuffer = "";
-      this.thinkingSignature = undefined;
+      this.thinkingFidelity = undefined;
     }
   }
 
@@ -559,18 +600,14 @@ export class EventTranslator {
       yield partialText("stop", "", stopReason);
       this.textStarted = false;
     }
-    // A text segment with empty text but a signature (e.g. Gemini carrying a thoughtSignature on
-    // a text part) still produces a complete message — aligned with flushThinking, so the
-    // signature isn't lost or leaked into a later segment just because the buffer is empty.
-    if (this.textBuffer || this.textSignature !== undefined) {
-      yield assistantText(this.textBuffer, stopReason, {
-        ...(this.textPhase != null ? { phase: this.textPhase } : {}),
-        ...(this.textSignature !== undefined ? { signature: this.textSignature } : {}),
-      });
+    // A text segment with empty text but a fidelity payload (e.g. Gemini carrying a
+    // thoughtSignature on a text part, or a GPT-5 phase marker with no text) still produces a
+    // complete message — aligned with flushThinking, so the fidelity isn't lost or leaked into
+    // a later segment just because the buffer is empty.
+    if (this.textBuffer || hasFidelity(this.textFidelity)) {
+      yield assistantText(this.textBuffer, stopReason, this.textFidelity);
       this.textBuffer = "";
-      this.textSignature = undefined;
-      // textPhase is sticky across segments: a later segment with the same phase isn't
-      // re-marked; it's updated when a different phase marker appears.
+      this.textFidelity = undefined;
     }
   }
 
@@ -601,7 +638,7 @@ export class EventTranslator {
       completeArgs: null,
       toolCallId: this.toolCallIds.allocate(providerKey),
       providerKey,
-      signature: undefined,
+      fidelity: undefined,
       emitted: false,
     };
     this.tools.set(providerKey, acc);
@@ -665,19 +702,37 @@ export function translateEvents(
 // ---------------------------------------------------------------------------
 
 /**
- * Determines whether an error is an AgentHub / Provider response JSON parse error.
+ * Determines whether an error is an AgentHub / Provider "response delivered but unusable"
+ * parse or validation error. Two shapes (@prismshadow/agenthub 0.4.x):
  *
- * AgentHub uses `JSON.parse` internally to parse response bodies, and a parse failure throws a
- * `SyntaxError`; hence we judge directly by exception type (the `name` check also covers
- * cross-realm or deserialization-reconstructed errors, and we probe down the `cause` chain for
- * wrapped errors). This is not an auth/parameter failure but an incomplete LLM Request, and
- * should end with `malformed` and be handed to the engine to retry.
+ * - A raw `SyntaxError` from `JSON.parse` on a response body;
+ * - AgentHub's own error classes: `ToolCallArgumentParseError` (streamed tool-call arguments
+ *   are not valid JSON — e.g. a stream truncated mid-arguments) and `EmptyResponseError`
+ *   (a completed response carrying thinking only, which cannot be replayed).
+ *
+ * In every case the turn was **not committed** to AgentHub history: this is not an
+ * auth/parameter failure but an incomplete LLM Request, and should end with `malformed` and
+ * be handed to the engine to reconnect and retry. Judged by exception type with a `name`
+ * fallback (covers cross-realm or deserialization-reconstructed errors), probing down the
+ * `cause` chain for wrapped errors.
  */
 export function isMalformedJsonParseError(error: unknown): boolean {
   if (error == null) return false;
-  if (error instanceof SyntaxError) return true;
+  if (
+    error instanceof SyntaxError ||
+    error instanceof ToolCallArgumentParseError ||
+    error instanceof EmptyResponseError
+  ) {
+    return true;
+  }
   const err = error as { name?: string; cause?: unknown };
-  if (err.name === "SyntaxError") return true;
+  if (
+    err.name === "SyntaxError" ||
+    err.name === "ToolCallArgumentParseError" ||
+    err.name === "EmptyResponseError"
+  ) {
+    return true;
+  }
   if (err.cause && err.cause !== error) {
     return isMalformedJsonParseError(err.cause);
   }
@@ -692,7 +747,7 @@ export function isMalformedJsonParseError(error: unknown): boolean {
  * usage_metadata|finish_reason"). This is not an auth/parameter failure but an incomplete LLM
  * Request, and should end with `malformed` and be handed to the engine to reconnect and retry.
  * AgentHub doesn't provide an error type for this, so we match by message prefix
- * (@prismshadow/agenthub 0.3.x), probing down the `cause` chain.
+ * (verified against @prismshadow/agenthub 0.4.x), probing down the `cause` chain.
  */
 export function isIncompleteStreamError(error: unknown): boolean {
   if (error == null) return false;
diff --git a/packages/core/src/omnimessage/builders.ts b/packages/core/src/omnimessage/builders.ts
index 4311f42..e476b17 100644
--- a/packages/core/src/omnimessage/builders.ts
+++ b/packages/core/src/omnimessage/builders.ts
@@ -13,6 +13,7 @@ import type {
   CompactionMode,
   CompactionReason,
   EventMessage,
+  Fidelity,
   ImageUrlPayload,
   InlineDataPayload,
   InlineThinkingPayload,
@@ -61,30 +62,28 @@ export function sessionMeta(payload: SessionMetaPayload): SessionMetaMessage {
 // Complete model_msg -----------------------------------------------------------
 
 /**
- * Provider fidelity fields: kept as-is and restored verbatim on replay.
- * Builder convention: positional-argument-style builders carry these in a trailing `fidelity`
- * object (narrowed via Pick per payload type — e.g. thinking only has signature); object-argument-
- * style builders (toolCall) flatten `fidelity` fields into the parameter object alongside
- * `stopReason`, mirroring the payload structure directly.
+ * Provider-fidelity payload (opaque, see `Fidelity` in types.ts): kept as-is and restored
+ * verbatim on replay. Builder convention: positional-argument-style builders take it as a
+ * trailing `fidelity` object; object-argument-style builders (toolCall) carry it in the
+ * parameter object alongside `stopReason`. An empty object is treated as absent — the
+ * payload field is only set when the fidelity carries at least one key.
  */
-export interface FidelityFields {
-  phase?: string | null;
-  signature?: string;
+function fidelityProp(fidelity?: Fidelity): { fidelity?: Fidelity } {
+  return fidelity !== undefined && Object.keys(fidelity).length > 0 ? { fidelity } : {};
 }
 
 export function textMessage(
   role: Role,
   text: string,
   stopReason: StopReason = "completed",
-  fidelity?: FidelityFields,
+  fidelity?: Fidelity,
 ): OmniMessage<TextPayload> {
   return model({
     type: "text",
     role,
     text,
     stop_reason: stopReason,
-    ...(fidelity?.phase != null ? { phase: fidelity.phase } : {}),
-    ...(fidelity?.signature !== undefined ? { signature: fidelity.signature } : {}),
+    ...fidelityProp(fidelity),
   });
 }
 
@@ -93,7 +92,7 @@ export const userText = (text: string): OmniMessage<TextPayload> => textMessage(
 export const assistantText = (
   text: string,
   stopReason: StopReason = "completed",
-  fidelity?: FidelityFields,
+  fidelity?: Fidelity,
 ): OmniMessage<TextPayload> => textMessage("assistant", text, stopReason, fidelity);
 
 export function imageUrlMessage(imageUrl: string): OmniMessage<ImageUrlPayload> {
@@ -109,7 +108,7 @@ export function inlineData(
   role: Role,
   data: string,
   mimeType: string,
-  fidelity?: Pick<FidelityFields, "signature">,
+  fidelity?: Fidelity,
 ): OmniMessage<InlineDataPayload> {
   return model({
     type: "inline_data",
@@ -117,28 +116,28 @@ export function inlineData(
     data,
     mime_type: mimeType,
     stop_reason: "completed",
-    ...(fidelity?.signature !== undefined ? { signature: fidelity.signature } : {}),
+    ...fidelityProp(fidelity),
   });
 }
 
 export function thinkingMessage(
   thinking: string,
   stopReason: StopReason = "completed",
-  fidelity?: Pick<FidelityFields, "signature">,
+  fidelity?: Fidelity,
 ): OmniMessage<ThinkingPayload> {
   return model({
     type: "thinking",
     role: "assistant",
     thinking,
     stop_reason: stopReason,
-    ...(fidelity?.signature !== undefined ? { signature: fidelity.signature } : {}),
+    ...fidelityProp(fidelity),
   });
 }
 
 export function inlineThinking(
   data: string,
   mimeType: string,
-  fidelity?: Pick<FidelityFields, "signature">,
+  fidelity?: Fidelity,
 ): OmniMessage<InlineThinkingPayload> {
   return model({
     type: "inline_thinking",
@@ -146,7 +145,7 @@ export function inlineThinking(
     data,
     mime_type: mimeType,
     stop_reason: "completed",
-    ...(fidelity?.signature !== undefined ? { signature: fidelity.signature } : {}),
+    ...fidelityProp(fidelity),
   });
 }
 
@@ -155,7 +154,7 @@ export function toolCall(args: {
   arguments: string;
   toolCallId: string;
   stopReason?: StopReason;
-  signature?: string;
+  fidelity?: Fidelity;
 }): OmniMessage<ToolCallPayload> {
   return model({
     type: "tool_call",
@@ -164,7 +163,7 @@ export function toolCall(args: {
     arguments: args.arguments,
     tool_call_id: args.toolCallId,
     stop_reason: args.stopReason ?? "completed",
-    ...(args.signature !== undefined ? { signature: args.signature } : {}),
+    ...fidelityProp(args.fidelity),
   });
 }
 
diff --git a/packages/core/src/omnimessage/types.ts b/packages/core/src/omnimessage/types.ts
index 07f56e1..39c4a62 100644
--- a/packages/core/src/omnimessage/types.ts
+++ b/packages/core/src/omnimessage/types.ts
@@ -99,15 +99,23 @@ export interface SessionMetaPayload {
 // ---------------------------------------------------------------------------
 // Docs: /docs/omni-message § "model_msg: complete payloads"
 
+/**
+ * Provider-fidelity payload (mirrors AgentHub's `Fidelity`): an arbitrary JSON-style object of
+ * wire-level data the LLM client records to reproduce the original message on replay — thinking
+ * signatures, phase labels, encrypted reasoning, the upstream reasoning field name, etc. Opaque
+ * to PenguinHarness: written to the Trace as-is and passed back verbatim; some models **require**
+ * it when history is replayed (e.g. Claude thinking signatures, GPT-5 encrypted reasoning) —
+ * losing it breaks Session resumption.
+ */
+export type Fidelity = Record<string, unknown>;
+
 export interface TextPayload {
   type: "text";
   role: Role;
   text: string;
   stop_reason?: StopReason;
-  /** Provider fidelity field: text phase marker (e.g. GPT-5 segments by phase), kept as-is and restored verbatim. */
-  phase?: string | null;
-  /** Provider fidelity field: signature, kept as-is and restored verbatim. */
-  signature?: string;
+  /** Provider-fidelity payload (e.g. `phase` for GPT-5 segment markers, `signature`), kept as-is and restored verbatim. */
+  fidelity?: Fidelity;
 }
 
 export interface ImageUrlPayload {
@@ -125,8 +133,8 @@ export interface InlineDataPayload {
   data: string;
   mime_type: string;
   stop_reason?: StopReason;
-  /** Provider fidelity field: signature, kept as-is and restored verbatim. */
-  signature?: string;
+  /** Provider-fidelity payload, kept as-is and restored verbatim. */
+  fidelity?: Fidelity;
 }
 
 export interface ThinkingPayload {
@@ -135,11 +143,12 @@ export interface ThinkingPayload {
   thinking: string;
   stop_reason?: StopReason;
   /**
-   * Provider fidelity field: thinking-block signature (Claude thinking blocks / redacted
-   * thinking, GPT-5 encrypted reasoning, etc. — **required** when some models replay history),
-   * kept as-is and restored verbatim — losing it breaks Session resumption.
+   * Provider-fidelity payload closing the thinking block (Claude thinking signatures / redacted
+   * thinking, GPT-5 encrypted reasoning, the OpenAI-compatible reasoning field name, etc. —
+   * **required** when some models replay history), kept as-is and restored verbatim — losing it
+   * breaks Session resumption.
    */
-  signature?: string;
+  fidelity?: Fidelity;
 }
 
 export interface InlineThinkingPayload {
@@ -149,8 +158,8 @@ export interface InlineThinkingPayload {
   data: string;
   mime_type: string;
   stop_reason?: StopReason;
-  /** Provider fidelity field: signature, kept as-is and restored verbatim. */
-  signature?: string;
+  /** Provider-fidelity payload, kept as-is and restored verbatim. */
+  fidelity?: Fidelity;
 }
 
 export interface ToolCallPayload {
@@ -161,8 +170,8 @@ export interface ToolCallPayload {
   arguments: string;
   tool_call_id: string;
   stop_reason?: StopReason;
-  /** Provider fidelity field: signature, kept as-is and restored verbatim. */
-  signature?: string;
+  /** Provider-fidelity payload, kept as-is and restored verbatim. */
+  fidelity?: Fidelity;
 }
 
 export interface ToolCallOutputPayload {
diff --git a/packages/core/src/session-title.ts b/packages/core/src/session-title.ts
index f17d88c..cf99e22 100644
--- a/packages/core/src/session-title.ts
+++ b/packages/core/src/session-title.ts
@@ -22,6 +22,31 @@ const EXCERPT_MAX_CHARS = 2000;
 /** Cap on title length (fallback truncation for when the model occasionally ignores the constraint). */
 const TITLE_MAX_CHARS = 30;
 
+/**
+ * Special message markers that must never leak into a title. These are machine-inserted
+ * XML-ish blocks (a skill invocation wraps the body in `<use_skills>…</use_skills>`, a
+ * subagent handoff / scheduled task prepend their own blocks) — meaningful to the runtime,
+ * noise in a title. The list is a fixed allowlist so ordinary angle-bracket text (e.g. a
+ * user pasting `<div>`) is left untouched.
+ */
+const MARKER_TAGS = ["use_skills", "handoff_from", "scheduled_task"];
+
+/**
+ * Strips machine-inserted marker blocks (see MARKER_TAGS) from conversation text so titles are
+ * built from the human-meaningful body only — both the material sent to the model and the
+ * fallback derived from the raw first message. Removes the paired `<tag>…</tag>` block (any
+ * inner content, across lines) and any stray unpaired `<tag>` / `</tag>` left behind.
+ */
+export function stripConversationMarkers(text: string): string {
+  let out = text;
+  for (const tag of MARKER_TAGS) {
+    out = out
+      .replace(new RegExp(`<${tag}>[\\s\\S]*?</${tag}>`, "g"), "")
+      .replace(new RegExp(`</?${tag}>`, "g"), "");
+  }
+  return out.trim();
+}
+
 export interface SessionTitleResult {
   /** The sanitized title; null when material is insufficient, the request fails, or the output is empty. */
   title: string | null;
@@ -44,6 +69,7 @@ export function buildTitlePrompt(userExcerpt: string, assistantExcerpt: string):
     "- Write the title in the SAME language the user is using.",
     "- Keep it short: at most 6 words, or ~16 characters for CJK.",
     "- Output ONLY the title text — no quotes, no trailing punctuation, no explanation.",
+    "- Answer immediately — do not think aloud or produce chain-of-thought.",
     "",
     "[User]",
     clip(userExcerpt),
@@ -51,12 +77,15 @@ export function buildTitlePrompt(userExcerpt: string, assistantExcerpt: string):
   if (assistantExcerpt.trim()) {
     lines.push("", "[Assistant]", clip(assistantExcerpt));
   }
+  // The trailing empty think block makes many reasoning models treat their thinking phase
+  // as already closed, so the one-off request spends its budget on the title itself.
+  lines.push("", "<think></think>");
   return lines.join("\n");
 }
 
-/** Sanitizes model output into a title: strips leading/trailing quotes/brackets and trailing punctuation (until stable), collapses whitespace, and truncates if too long; returns null for an empty result. */
+/** Sanitizes model output into a title: strips any leaked marker blocks and leading/trailing quotes/brackets and trailing punctuation (until stable), collapses whitespace, and truncates if too long; returns null for an empty result. */
 export function sanitizeTitle(raw: string): string | null {
-  let t = raw.replace(/\s+/g, " ").trim();
+  let t = stripConversationMarkers(raw).replace(/\s+/g, " ").trim();
   // Stripping quotes can expose more punctuation underneath (or vice versa), so strip repeatedly until stable.
   for (let prev = ""; prev !== t;) {
     prev = t;
@@ -81,10 +110,14 @@ export async function generateTitleWithLLM(
   llm: LLMInterface,
   args: { userText: string; assistantText: string; signal?: AbortSignal },
 ): Promise<SessionTitleResult> {
-  if (!args.userText.trim()) {
+  // Strip machine markers before the model ever sees the material, so a skill-invocation
+  // block (or handoff / scheduled-task marker) can't bleed into the generated title.
+  const userMaterial = stripConversationMarkers(args.userText);
+  const assistantMaterial = stripConversationMarkers(args.assistantText);
+  if (!userMaterial.trim()) {
     return { title: null, usage: null };
   }
-  const prompt = buildTitlePrompt(args.userText, args.assistantText);
+  const prompt = buildTitlePrompt(userMaterial, assistantMaterial);
   const gen = llm.streamGenerate({
     newMessages: [userText(prompt)],
     ...(args.signal ? { signal: args.signal } : {}),
diff --git a/packages/core/src/session.ts b/packages/core/src/session.ts
index 1558a18..c30a2f9 100644
--- a/packages/core/src/session.ts
+++ b/packages/core/src/session.ts
@@ -65,15 +65,26 @@ export interface SessionConfig {
   inputImagesDir?: string;
 }
 
-/** Cap on captured title material (chars per side, matching buildTitlePrompt's truncation); stops accumulating once exceeded. */
-const TITLE_MATERIAL_LIMIT = 2000;
+/**
+ * Caps on captured title material (chars per side); accumulation stops once exceeded. The
+ * assistant body is capped tighter: a title only needs the opening of the answer, and hosts
+ * may start generating as soon as this much body text has streamed (see the Web server's
+ * early trigger) — a long answer would otherwise overrun the material.
+ */
+const TITLE_USER_MATERIAL_LIMIT = 2000;
+const TITLE_ASSISTANT_MATERIAL_LIMIT = 1000;
 
 /**
  * Accumulates title material: the body text of complete text messages from the main session
  * (no origin) — thinking and tool calls naturally don't count — and stops once the cap is hit.
  */
-function appendTitleText(base: string, msg: OmniMessage, role: "user" | "assistant"): string {
-  if (base.length >= TITLE_MATERIAL_LIMIT) return base;
+function appendTitleText(
+  base: string,
+  msg: OmniMessage,
+  role: "user" | "assistant",
+  limit: number,
+): string {
+  if (base.length >= limit) return base;
   if (msg.origin && msg.origin.length > 0) return base;
   const p = msg.payload as { type?: string; role?: string; text?: string };
   if (msg.type !== "model_msg" || p.type !== "text" || p.role !== role || !p.text) return base;
@@ -153,12 +164,22 @@ export class Session {
     const capture = !this.titleMaterialFrozen;
     if (capture) {
       for (const m of newMessages) {
-        this.titleUserText = appendTitleText(this.titleUserText, m, "user");
+        this.titleUserText = appendTitleText(
+          this.titleUserText,
+          m,
+          "user",
+          TITLE_USER_MATERIAL_LIMIT,
+        );
       }
     }
     for await (const msg of this.engine.run(newMessages, opts)) {
       if (capture) {
-        this.titleAssistantText = appendTitleText(this.titleAssistantText, msg, "assistant");
+        this.titleAssistantText = appendTitleText(
+          this.titleAssistantText,
+          msg,
+          "assistant",
+          TITLE_ASSISTANT_MATERIAL_LIMIT,
+        );
       }
       yield msg;
     }
diff --git a/packages/core/src/state/agent-state.ts b/packages/core/src/state/agent-state.ts
index 450c228..42f8fa4 100644
--- a/packages/core/src/state/agent-state.ts
+++ b/packages/core/src/state/agent-state.ts
@@ -26,6 +26,8 @@ import {
   VAULT_KEYS_PLACEHOLDER,
   SKILL_METADATA_PLACEHOLDER,
   CWD_PLACEHOLDER,
+  PROVIDER_PLACEHOLDER,
+  MODEL_ID_PLACEHOLDER,
   DATE_PLACEHOLDER,
   defaultAgentsMd,
   defaultSystemConfig,
@@ -83,6 +85,10 @@ export interface SessionEnvironmentValues {
   agentId: string;
   /** Absolute path to this Project's directory (system Prompt placeholder {{PROJECT_DIR}}; Agent State/scratchpad paths are derived from it). */
   projectDir: string;
+  /** The session model's provider group (system Prompt placeholder {{PROVIDER}}; paired with modelId to form the model reference). */
+  provider: string;
+  /** The session model's upstream model id (system Prompt placeholder {{MODEL_ID}}). */
+  modelId: string;
   platform: string;
   osVersion: string;
   date: string;
@@ -371,6 +377,10 @@ export function assembleSystemPrompt(
     .join(sessionEnvironment?.sessionId ?? "")
     .split(CWD_PLACEHOLDER)
     .join(sessionEnvironment?.cwd ?? "")
+    .split(PROVIDER_PLACEHOLDER)
+    .join(sessionEnvironment?.provider ?? "")
+    .split(MODEL_ID_PLACEHOLDER)
+    .join(sessionEnvironment?.modelId ?? "")
     .split(PLATFORM_PLACEHOLDER)
     .join(sessionEnvironment?.platform ?? "")
     .split(OS_VERSION_PLACEHOLDER)
diff --git a/packages/core/src/state/default-config.ts b/packages/core/src/state/default-config.ts
index 62a73d8..c2242e5 100644
--- a/packages/core/src/state/default-config.ts
+++ b/packages/core/src/state/default-config.ts
@@ -28,6 +28,8 @@ export const SESSION_ID_PLACEHOLDER = "{{SESSION_ID}}";
 export const CWD_PLACEHOLDER = "{{CWD}}";
 export const AGENT_ID_PLACEHOLDER = "{{AGENT_ID}}";
 export const PROJECT_DIR_PLACEHOLDER = "{{PROJECT_DIR}}";
+export const PROVIDER_PLACEHOLDER = "{{PROVIDER}}";
+export const MODEL_ID_PLACEHOLDER = "{{MODEL_ID}}";
 export const PLATFORM_PLACEHOLDER = "{{PLATFORM}}";
 export const OS_VERSION_PLACEHOLDER = "{{OS_VERSION}}";
 export const DATE_PLACEHOLDER = "{{DATE}}";
@@ -141,9 +143,11 @@ Skills are reusable instruction packages stored under <project_dir>/agents/<agen
 - Platform: {{PLATFORM}}
 - OS Version: {{OS_VERSION}}
 - Date: {{DATE}}
-- CWD: {{CWD}}
-- Agent ID: {{AGENT_ID}}
 - Project Dir: {{PROJECT_DIR}}
+- Agent ID: {{AGENT_ID}}
+- CWD: {{CWD}}
+- Provider: {{PROVIDER}}
+- Model ID: {{MODEL_ID}}
 - Session ID: {{SESSION_ID}}`;
 
 /**
@@ -247,7 +251,12 @@ function defaultBuiltinTools(): ToolDefinitionConfig[] {
           model_id: {
             type: "string",
             description:
-              "Which model the subagent should use; defaults to the Project default model when omitted.",
+              "Which model the subagent should use, as the upstream model id. Must be given together with provider — a model is always referenced by the pair. Omit both to use the Project default model.",
+          },
+          provider: {
+            type: "string",
+            description:
+              "The provider group that model_id belongs to (see the Environment section's Provider). Required whenever model_id is given.",
           },
           yield_time_ms: {
             type: "number",
diff --git a/packages/core/src/state/model-catalog.ts b/packages/core/src/state/model-catalog.ts
index fce375c..518ec4c 100644
--- a/packages/core/src/state/model-catalog.ts
+++ b/packages/core/src/state/model-catalog.ts
@@ -1,7 +1,7 @@
 /**
  * Built-in model catalog (single source of truth): official chat models that AgentHub can
  * auto-route, shared by core's default config, server's initial config, and web/cli display.
- * Data verified as of 2026-07-10.
+ * Data verified as of 2026-07-10 (Qwen Token Plan entries: 2026-07-20, per the plan's docs).
  * Docs: packages/docs/content/models.{zh,en}.md (site path /docs/models) documents the
  * provider groups and credential resolution described here.
  *
@@ -17,10 +17,10 @@
  *
  * Scope: excludes deepseek-chat / deepseek-reasoner legacy aliases that AgentHub cannot
  * auto-route (deprecated 2026-07-24), glm-5v-turbo (image input unsupported by AgentHub's GLM
- * client), non-chat models (embedding / image generation / TTS), and Bedrock plus
- * OpenRouter / SiliconFlow gateway mirror ids. Every model id in this catalog can be
- * auto-routed by AgentHub via substring matching, so none set client_type; only custom
- * OpenAI-protocol models need `client_type: "openai"`.
+ * client), non-chat models (embedding / image generation / TTS), and Bedrock. Direct-vendor
+ * ids are auto-routed by AgentHub and leave client_type unset; gateway entries (OpenRouter /
+ * SiliconFlow / Qwen Token Plan) can't be auto-routed, so they set `client_type: "openai"`
+ * and inline their preset base URL.
  *
  * This file imports no Node built-ins (type-only imports only), so it can be bundled directly
  * for the browser.
@@ -41,8 +41,9 @@ export interface ModelProviderInfo {
   /** Vendor's model list / docs page URL (frontend's "add model" dialog links this as "get model id"); none for custom. */
   modelsUrl?: string;
   /**
-   * Gateway's OpenAI-compatible endpoint (openrouter / siliconflow): used by the frontend's
-   * "add model" dialog to prefill base URL by group; left blank for direct vendors and custom.
+   * Gateway's OpenAI-compatible endpoint (openrouter / siliconflow / qwen-token-plan): used by
+   * the frontend's "add model" dialog to prefill base URL by group; left blank for direct
+   * vendors and custom.
    */
   gatewayBaseUrl?: string;
 }
@@ -66,11 +67,15 @@ export interface ModelCatalogEntry {
 /** Each gateway's OpenAI-compatible endpoint (preset base URL for gateway models; also used as the provider's gatewayBaseUrl). */
 const OPENROUTER_BASE_URL = "https://openrouter.ai/api/v1";
 const SILICONFLOW_BASE_URL = "https://api.siliconflow.cn/v1";
+const QWEN_TOKEN_PLAN_BASE_URL =
+  "https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1";
+const QWEN_PAYG_BASE_URL = "https://dashscope.aliyuncs.com/compatible-mode/v1";
+const FIREWORKS_BASE_URL = "https://api.fireworks.ai/inference/v1";
 
 /**
  * Provider list (web model page groups in this order): DeepSeek first (the default model's
- * provider), followed by the OpenRouter and SiliconFlow gateways, then Google Gemini before
- * Anthropic; custom groups custom OpenAI-protocol models and comes last.
+ * provider), followed by the OpenRouter, SiliconFlow, and Qwen Token Plan gateways, then
+ * Google Gemini before Anthropic; custom groups custom OpenAI-protocol models and comes last.
  */
 export const MODEL_PROVIDERS: ModelProviderInfo[] = [
   {
@@ -94,6 +99,15 @@ export const MODEL_PROVIDERS: ModelProviderInfo[] = [
     modelsUrl: "https://openrouter.ai/models",
     gatewayBaseUrl: OPENROUTER_BASE_URL,
   },
+  {
+    id: "fireworks",
+    label: "Fireworks AI",
+    envKey: "OPENAI_API_KEY",
+    envBaseUrlKey: "OPENAI_BASE_URL",
+    apiKeyUrl: "https://app.fireworks.ai/settings/users/api-keys",
+    modelsUrl: "https://app.fireworks.ai/models",
+    gatewayBaseUrl: FIREWORKS_BASE_URL,
+  },
   {
     id: "siliconflow",
     label: "SiliconFlow",
@@ -103,6 +117,25 @@ export const MODEL_PROVIDERS: ModelProviderInfo[] = [
     modelsUrl: "https://cloud.siliconflow.cn/models",
     gatewayBaseUrl: SILICONFLOW_BASE_URL,
   },
+  {
+    id: "qwen-token-plan",
+    label: "Qwen Token Plan",
+    envKey: "OPENAI_API_KEY",
+    envBaseUrlKey: "OPENAI_BASE_URL",
+    apiKeyUrl: "https://platform.qianwenai.com/pricing/token-plan",
+    modelsUrl:
+      "https://platform.qianwenai.com/docs/token-plan/personal/token-plan-personal-overview",
+    gatewayBaseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  {
+    id: "qwen-pay-as-you-go",
+    label: "Qwen Pay-As-You-Go",
+    envKey: "OPENAI_API_KEY",
+    envBaseUrlKey: "OPENAI_BASE_URL",
+    apiKeyUrl: "https://platform.qianwenai.com/docs/api-reference/preparation/api-key",
+    modelsUrl: "https://www.qianwenai.com/models",
+    gatewayBaseUrl: QWEN_PAYG_BASE_URL,
+  },
   {
     id: "google",
     label: "Google Gemini",
@@ -161,17 +194,14 @@ function usd(cacheRead: number, cacheWrite: number, output: number): ModelPricin
   return { unit: "usd_per_mtok", cache_read: cacheRead, cache_write: cacheWrite, output };
 }
 
-/** Built-in model catalog (clustered by provider; within each provider, ordered by capability/price, highest first). */
+/**
+ * Built-in model catalog, clustered by provider. Within each provider, entries are in
+ * dictionary order by model id, except that newer versions of the same series come first
+ * (e.g. gpt-5.6-* before gpt-5.5, claude-opus-4.8 before 4.7, glm-5.2 before glm-5). The
+ * order is precomputed by hand right here — no runtime sorting anywhere.
+ */
 export const MODEL_CATALOG: ModelCatalogEntry[] = [
   // -- DeepSeek (official CNY pricing: cache hit / cache miss / output) --
-  {
-    modelId: "deepseek-v4-pro",
-    displayName: "DeepSeek V4 Pro",
-    provider: "deepseek",
-    contextWindow: 1000000,
-    pricing: cny(0.025, 3, 6),
-    supportsVision: false,
-  },
   {
     modelId: "deepseek-v4-flash",
     displayName: "DeepSeek V4 Flash",
@@ -180,7 +210,438 @@ export const MODEL_CATALOG: ModelCatalogEntry[] = [
     pricing: cny(0.02, 1, 2),
     supportsVision: false,
   },
-  // —— Anthropic ——
+  {
+    modelId: "deepseek-v4-pro",
+    displayName: "DeepSeek V4 Pro",
+    provider: "deepseek",
+    contextWindow: 1000000,
+    pricing: cny(0.025, 3, 6),
+    supportsVision: false,
+  },
+  // -- OpenRouter (gateway: OpenAI-compatible protocol, preset base URL). Entries added
+  // 2026-07-20 list no cache pricing on their OpenRouter pages, so cache_read carries the
+  // standard input price; their :free tier stores a genuine $0 price (not "unknown"), so
+  // costs correctly compute to 0. GPT models are uniformly vision-capable (OpenAI
+  // product-line policy) even where the gateway page omits the modality. --
+  {
+    modelId: "anthropic/claude-fable-5",
+    displayName: "Claude Fable 5",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(10, 10, 50),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "anthropic/claude-opus-4.8",
+    displayName: "Claude Opus 4.8",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(5, 5, 25),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "anthropic/claude-opus-4.7",
+    displayName: "Claude Opus 4.7",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(5, 5, 25),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "anthropic/claude-sonnet-5",
+    displayName: "Claude Sonnet 5",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(2, 2, 10),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "deepseek/deepseek-v4-flash",
+    displayName: "DeepSeek V4 Flash",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(0.09, 0.09, 0.18),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "deepseek/deepseek-v4-pro",
+    displayName: "DeepSeek V4 Pro",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(0.435, 0.435, 0.87),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "google/gemini-3.5-flash",
+    displayName: "Gemini 3.5 Flash",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(1.5, 1.5, 9),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    // No official separate cache price published: cache_read uses the standard input price (no discount assumed).
+    modelId: "minimax/minimax-m3",
+    displayName: "MiniMax M3",
+    provider: "openrouter",
+    contextWindow: 1048576,
+    pricing: usd(0.06, 0.3, 1.2),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "moonshotai/kimi-k3",
+    displayName: "Kimi K3",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(3, 3, 15),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "nvidia/nemotron-3-ultra-550b-a55b:free",
+    displayName: "Nemotron 3 Ultra (free)",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(0, 0, 0),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "openai/gpt-5.6-sol",
+    displayName: "GPT-5.6 Sol",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(5, 5, 30),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "openai/gpt-5.6-terra",
+    displayName: "GPT-5.6 Terra",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(2.5, 2.5, 15),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "openai/gpt-5.5",
+    displayName: "GPT-5.5",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(5, 5, 30),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    // No official separate cache price published: cache_read uses the standard input price.
+    modelId: "stepfun/step-3.7-flash",
+    displayName: "Step 3.7 Flash",
+    provider: "openrouter",
+    contextWindow: 256000,
+    pricing: usd(0.04, 0.2, 1.15),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "tencent/hy3",
+    displayName: "Hy3",
+    provider: "openrouter",
+    contextWindow: 262144,
+    pricing: usd(0.035, 0.14, 0.58),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "x-ai/grok-4.5",
+    displayName: "Grok 4.5",
+    provider: "openrouter",
+    contextWindow: 500000,
+    pricing: usd(2, 2, 6),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "xiaomi/mimo-v2.5",
+    displayName: "MiMo-V2.5",
+    provider: "openrouter",
+    contextWindow: 1048576,
+    pricing: usd(0.0028, 0.14, 0.28),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  {
+    modelId: "z-ai/glm-5.2",
+    displayName: "GLM-5.2",
+    provider: "openrouter",
+    contextWindow: 1000000,
+    pricing: usd(0.93, 0.93, 3),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: OPENROUTER_BASE_URL,
+  },
+  // -- Fireworks AI (gateway, standard serverless USD pricing: cached input / uncached
+  // input / output from each model's page; API ids use the accounts/fireworks/models/<slug>
+  // form) --
+  {
+    modelId: "accounts/fireworks/models/deepseek-v4-flash",
+    displayName: "DeepSeek V4 Flash",
+    provider: "fireworks",
+    contextWindow: 1000000,
+    pricing: usd(0.03, 0.14, 0.28),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: FIREWORKS_BASE_URL,
+  },
+  {
+    modelId: "accounts/fireworks/models/deepseek-v4-pro",
+    displayName: "DeepSeek V4 Pro",
+    provider: "fireworks",
+    contextWindow: 1000000,
+    pricing: usd(0.15, 1.74, 3.48),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: FIREWORKS_BASE_URL,
+  },
+  {
+    modelId: "accounts/fireworks/models/glm-5p2",
+    displayName: "GLM-5.2",
+    provider: "fireworks",
+    contextWindow: 1000000,
+    pricing: usd(0.14, 1.4, 4.4),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: FIREWORKS_BASE_URL,
+  },
+  {
+    modelId: "accounts/fireworks/models/kimi-k2p7-code",
+    displayName: "Kimi K2.7 Code",
+    provider: "fireworks",
+    contextWindow: 262144,
+    pricing: usd(0.19, 0.95, 4),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: FIREWORKS_BASE_URL,
+  },
+  {
+    modelId: "accounts/fireworks/models/minimax-m3",
+    displayName: "MiniMax M3",
+    provider: "fireworks",
+    contextWindow: 524288,
+    pricing: usd(0.06, 0.3, 1.2),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: FIREWORKS_BASE_URL,
+  },
+  // -- SiliconFlow (gateway, official CNY pricing: cache hit / input / output) --
+  {
+    modelId: "deepseek-ai/DeepSeek-V4-Flash",
+    displayName: "DeepSeek V4 Flash",
+    provider: "siliconflow",
+    contextWindow: 1000000,
+    pricing: cny(0.02, 1, 2),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: SILICONFLOW_BASE_URL,
+  },
+  {
+    modelId: "deepseek-ai/DeepSeek-V4-Pro",
+    displayName: "DeepSeek V4 Pro",
+    provider: "siliconflow",
+    contextWindow: 1000000,
+    pricing: cny(0.1, 12, 24),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: SILICONFLOW_BASE_URL,
+  },
+  {
+    modelId: "meituan-longcat/LongCat-2.0",
+    displayName: "LongCat 2.0",
+    provider: "siliconflow",
+    contextWindow: 1000000,
+    pricing: cny(0.1, 5, 20),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: SILICONFLOW_BASE_URL,
+  },
+  {
+    modelId: "moonshotai/Kimi-K2.7-Code",
+    displayName: "Kimi K2.7 Code",
+    provider: "siliconflow",
+    contextWindow: 262144,
+    pricing: cny(1.3, 6.5, 27),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: SILICONFLOW_BASE_URL,
+  },
+  {
+    modelId: "zai-org/GLM-5.2",
+    displayName: "GLM-5.2",
+    provider: "siliconflow",
+    contextWindow: 1000000,
+    pricing: cny(2, 8, 28),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: SILICONFLOW_BASE_URL,
+  },
+  // -- Qwen Token Plan (subscription gateway; vision flags per the plan's supported-model
+  // table). Pricing and context windows from each model's page at
+  // www.qianwenai.com/models/<id> (official CNY list prices; limited-time promotions such as
+  // the 20%/50% off discounts are not stored). qwen3.8-max-preview is preview-only with a
+  // quota-multiplier promotion and publishes no per-token list price nor a context window, so
+  // it carries no pricing and uses its family's 1M window. --
+  {
+    modelId: "deepseek-v4-pro",
+    displayName: "DeepSeek V4 Pro",
+    provider: "qwen-token-plan",
+    contextWindow: 1000000,
+    pricing: cny(1, 12, 24),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  {
+    modelId: "glm-5.2",
+    displayName: "GLM-5.2",
+    provider: "qwen-token-plan",
+    contextWindow: 1048576,
+    pricing: cny(2, 8, 28),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  {
+    modelId: "qwen3.8-max-preview",
+    displayName: "Qwen 3.8 Max Preview",
+    provider: "qwen-token-plan",
+    contextWindow: 1000000,
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  {
+    modelId: "qwen3.7-max",
+    displayName: "Qwen 3.7 Max",
+    provider: "qwen-token-plan",
+    contextWindow: 1000000,
+    pricing: cny(2.4, 12, 36),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  {
+    modelId: "qwen3.7-plus",
+    displayName: "Qwen 3.7 Plus",
+    provider: "qwen-token-plan",
+    contextWindow: 1000000,
+    pricing: cny(0.4, 2, 8),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: QWEN_TOKEN_PLAN_BASE_URL,
+  },
+  // -- Qwen Pay-As-You-Go (DashScope's OpenAI-compatible pay-per-token marketplace; official
+  // CNY list prices and specs from each model's page at www.qianwenai.com/models/<id> —
+  // resold third-party models keep their vendor-prefixed upstream ids) --
+  {
+    modelId: "kimi/kimi-k3",
+    displayName: "Kimi K3",
+    provider: "qwen-pay-as-you-go",
+    contextWindow: 1048576,
+    pricing: cny(2, 20, 100),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: QWEN_PAYG_BASE_URL,
+  },
+  {
+    modelId: "qwen3.7-max",
+    displayName: "Qwen 3.7 Max",
+    provider: "qwen-pay-as-you-go",
+    contextWindow: 1000000,
+    pricing: cny(2.4, 12, 36),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: QWEN_PAYG_BASE_URL,
+  },
+  {
+    modelId: "qwen3.7-plus",
+    displayName: "Qwen 3.7 Plus",
+    provider: "qwen-pay-as-you-go",
+    contextWindow: 1000000,
+    pricing: cny(0.4, 2, 8),
+    supportsVision: true,
+    clientType: "openai",
+    baseUrl: QWEN_PAYG_BASE_URL,
+  },
+  {
+    modelId: "ZHIPU/GLM-5.2",
+    displayName: "GLM-5.2",
+    provider: "qwen-pay-as-you-go",
+    contextWindow: 1048576,
+    pricing: cny(2, 8, 28),
+    supportsVision: false,
+    clientType: "openai",
+    baseUrl: QWEN_PAYG_BASE_URL,
+  },
+  // -- Google Gemini (official USD pricing) --
+  {
+    modelId: "gemini-3.5-flash",
+    displayName: "Gemini 3.5 Flash",
+    provider: "google",
+    contextWindow: 1048576,
+    pricing: usd(0.15, 1.5, 9),
+    supportsVision: true,
+  },
+  {
+    modelId: "gemini-3.1-flash-lite",
+    displayName: "Gemini 3.1 Flash-Lite",
+    provider: "google",
+    contextWindow: 1048576,
+    pricing: usd(0.025, 0.25, 1.5),
+    supportsVision: true,
+  },
+  {
+    // ≤200K input tier; >200K has official surcharge pricing (see file header comment).
+    modelId: "gemini-3.1-pro-preview",
+    displayName: "Gemini 3.1 Pro (Preview)",
+    provider: "google",
+    contextWindow: 1048576,
+    pricing: usd(0.2, 2, 12),
+    supportsVision: true,
+  },
+  {
+    modelId: "gemini-3-flash-preview",
+    displayName: "Gemini 3 Flash (Preview)",
+    provider: "google",
+    contextWindow: 1048576,
+    pricing: usd(0.05, 0.5, 3),
+    supportsVision: true,
+  },
+  // -- Anthropic (official USD pricing; cache write = 1.25 x input) --
   {
     modelId: "claude-opus-4-8",
     displayName: "Claude Opus 4.8",
@@ -205,7 +666,7 @@ export const MODEL_CATALOG: ModelCatalogEntry[] = [
     pricing: usd(0.3, 3.75, 15),
     supportsVision: true,
   },
-  // —— OpenAI ——
+  // -- OpenAI (official USD pricing) --
   {
     modelId: "gpt-5.5",
     displayName: "GPT-5.5",
@@ -256,41 +717,7 @@ export const MODEL_CATALOG: ModelCatalogEntry[] = [
     pricing: usd(30, 30, 180),
     supportsVision: true,
   },
-  // —— Google Gemini ——
-  {
-    // ≤200K input tier; >200K has official surcharge pricing (see file header comment).
-    modelId: "gemini-3.1-pro-preview",
-    displayName: "Gemini 3.1 Pro (Preview)",
-    provider: "google",
-    contextWindow: 1048576,
-    pricing: usd(0.2, 2, 12),
-    supportsVision: true,
-  },
-  {
-    modelId: "gemini-3.5-flash",
-    displayName: "Gemini 3.5 Flash",
-    provider: "google",
-    contextWindow: 1048576,
-    pricing: usd(0.15, 1.5, 9),
-    supportsVision: true,
-  },
-  {
-    modelId: "gemini-3-flash-preview",
-    displayName: "Gemini 3 Flash (Preview)",
-    provider: "google",
-    contextWindow: 1048576,
-    pricing: usd(0.05, 0.5, 3),
-    supportsVision: true,
-  },
-  {
-    modelId: "gemini-3.1-flash-lite",
-    displayName: "Gemini 3.1 Flash-Lite",
-    provider: "google",
-    contextWindow: 1048576,
-    pricing: usd(0.025, 0.25, 1.5),
-    supportsVision: true,
-  },
-  // —— Z.AI (GLM) ——
+  // -- Z.AI (GLM) --
   {
     modelId: "glm-5.2",
     displayName: "GLM-5.2",
@@ -332,80 +759,6 @@ export const MODEL_CATALOG: ModelCatalogEntry[] = [
     pricing: cny(0.7, 4, 21),
     supportsVision: true,
   },
-  // -- OpenRouter (gateway: uses OpenAI-compatible protocol, preset base URL) --
-  {
-    modelId: "xiaomi/mimo-v2.5",
-    displayName: "MiMo-V2.5",
-    provider: "openrouter",
-    contextWindow: 1048576,
-    pricing: usd(0.0028, 0.14, 0.28),
-    supportsVision: true,
-    clientType: "openai",
-    baseUrl: OPENROUTER_BASE_URL,
-  },
-  {
-    modelId: "tencent/hy3",
-    displayName: "Hy3",
-    provider: "openrouter",
-    contextWindow: 262144,
-    pricing: usd(0.035, 0.14, 0.58),
-    supportsVision: false,
-    clientType: "openai",
-    baseUrl: OPENROUTER_BASE_URL,
-  },
-  {
-    // No official separate cache price published: cache_read uses the standard input price (no discount assumed).
-    modelId: "minimax/minimax-m3",
-    displayName: "MiniMax M3",
-    provider: "openrouter",
-    contextWindow: 1048576,
-    pricing: usd(0.06, 0.3, 1.2),
-    supportsVision: true,
-    clientType: "openai",
-    baseUrl: OPENROUTER_BASE_URL,
-  },
-  {
-    // No official separate cache price published: cache_read uses the standard input price.
-    modelId: "stepfun/step-3.7-flash",
-    displayName: "Step 3.7 Flash",
-    provider: "openrouter",
-    contextWindow: 256000,
-    pricing: usd(0.04, 0.2, 1.15),
-    supportsVision: true,
-    clientType: "openai",
-    baseUrl: OPENROUTER_BASE_URL,
-  },
-  // -- SiliconFlow (gateway, official CNY pricing: cache hit / input / output) --
-  {
-    modelId: "zai-org/GLM-5.2",
-    displayName: "GLM-5.2",
-    provider: "siliconflow",
-    contextWindow: 1000000,
-    pricing: cny(2, 8, 28),
-    supportsVision: false,
-    clientType: "openai",
-    baseUrl: SILICONFLOW_BASE_URL,
-  },
-  {
-    modelId: "deepseek-ai/DeepSeek-V4-Pro",
-    displayName: "DeepSeek V4 Pro",
-    provider: "siliconflow",
-    contextWindow: 1000000,
-    pricing: cny(0.1, 12, 24),
-    supportsVision: false,
-    clientType: "openai",
-    baseUrl: SILICONFLOW_BASE_URL,
-  },
-  {
-    modelId: "meituan-longcat/LongCat-2.0",
-    displayName: "LongCat 2.0",
-    provider: "siliconflow",
-    contextWindow: 1000000,
-    pricing: cny(0.1, 5, 20),
-    supportsVision: false,
-    clientType: "openai",
-    baseUrl: SILICONFLOW_BASE_URL,
-  },
 ];
 
 /** Looks up a catalog entry by (provider, upstream id) pair (**the sole catalog-matching entry point**); returns undefined if not in the catalog. */
@@ -416,15 +769,6 @@ export function catalogEntryFor(
   return MODEL_CATALOG.find((m) => m.provider === provider && m.modelId === upstreamId);
 }
 
-/**
- * Infers the provider for an upstream id from the built-in catalog (used to default
- * `provider` on `model add`): if it matches a catalog entry, use that entry's provider
- * (upstream ids are globally unique within the catalog); otherwise custom.
- */
-export function inferProviderForUpstream(upstreamId: string): string {
-  return MODEL_CATALOG.find((m) => m.modelId === upstreamId)?.provider ?? "custom";
-}
-
 /** Looks up provider info by provider id; returns undefined for an unknown id. */
 export function providerInfo(providerId: string): ModelProviderInfo | undefined {
   return MODEL_PROVIDERS.find((p) => p.id === providerId);
@@ -487,3 +831,43 @@ export function presetModelEntries(): ModelEntry[] {
     ...(m.baseUrl !== undefined ? { base_url: m.baseUrl } : {}),
   }));
 }
+
+/**
+ * The model's own homepage/detail page for the frontend's model-card link. Gateway groups
+ * have a stable per-model URL pattern (works for user-added ids in those groups too);
+ * direct-vendor models link to the vendor's model list/docs page; the Token Plan preview
+ * model has no dedicated page and links to the plan's model overview; custom and
+ * user-defined groups have no page to vouch for.
+ */
+export function modelHomepageUrl(provider: string, modelId: string): string | undefined {
+  if (provider === "openrouter") return `https://openrouter.ai/${modelId}`;
+  if (provider === "qwen-token-plan") {
+    return modelId === "qwen3.8-max-preview"
+      ? providerInfo(provider)?.modelsUrl
+      : `https://www.qianwenai.com/models/${modelId}`;
+  }
+  if (provider === "fireworks") {
+    // API id "accounts/<owner>/models/<slug>" -> page "app.fireworks.ai/models/<owner>/<slug>";
+    // nonconforming (user-added) ids fall back to the models listing.
+    const m = /^accounts\/([^/]+)\/models\/(.+)$/.exec(modelId);
+    return m
+      ? `https://app.fireworks.ai/models/${m[1]}/${m[2]}`
+      : providerInfo(provider)?.modelsUrl;
+  }
+  if (provider === "qwen-pay-as-you-go") {
+    return `https://www.qianwenai.com/models/${encodeURIComponent(modelId)}`;
+  }
+  if (provider === "zhipu") {
+    // Z.AI's per-model guide pages use the bare model id as the slug.
+    return `https://docs.z.ai/guides/llm/${modelId}`;
+  }
+  if (provider === "moonshot") {
+    // Moonshot's pricing pages: kimi-k2.6 -> chat-k26 (dot dropped); other ids fall back.
+    const m = /^kimi-k(\d+)\.(\d+)$/.exec(modelId);
+    return m
+      ? `https://platform.kimi.com/docs/pricing/chat-k${m[1]}${m[2]}`
+      : providerInfo(provider)?.modelsUrl;
+  }
+  if (provider === "custom") return undefined;
+  return providerInfo(provider)?.modelsUrl;
+}
diff --git a/packages/core/src/state/project-config.ts b/packages/core/src/state/project-config.ts
index 0780070..d0f4997 100644
--- a/packages/core/src/state/project-config.ts
+++ b/packages/core/src/state/project-config.ts
@@ -17,11 +17,17 @@
  * the unique key — string concatenation like `<provider>/<id>` is forbidden anywhere in the
  * pipeline. `model_id` is the upstream request id, sent to AgentHub unchanged; `default_model` /
  * `vision_model` are paired `{ provider, model_id }` references (a TOML inline table).
+ *
+ * A caller always supplies the **complete pair**: `provider` is never guessed from the builtin
+ * catalog and never derived from whichever configured entry happens to carry the same
+ * `model_id`. Both halves or neither — a `model_id` without a `provider` is an error, not a
+ * lookup, because resolving it would silently point credentials and pricing at a vendor the
+ * caller never named.
  */
 import fs from "node:fs/promises";
 import path from "node:path";
 import { parse as parseToml, stringify as stringifyToml } from "smol-toml";
-import { inferProviderForUpstream, presetModelEntries } from "./model-catalog.js";
+import { presetModelEntries } from "./model-catalog.js";
 import { projectConfigPath } from "./paths.js";
 
 /** Model reference: a `(provider, model_id)` pair (never string-concatenated anywhere). */
@@ -247,9 +253,11 @@ export async function saveProjectConfig(
 
 /**
  * Adds or updates a Model:
- * - Upserts into `models`, deduplicated by the `(provider, model_id)` pair (provider may be
- *   omitted — the builtin catalog is used to infer the upstream id's group, falling back to
- *   custom if it can't be inferred);
+ * - Upserts into `models`, deduplicated by the `(provider, model_id)` pair — both halves are
+ *   supplied by the caller, since the group is never guessed from the builtin catalog (a
+ *   gateway reselling a vendor model keeps the vendor's upstream id, so a bare id names no
+ *   single group, and guessing wrong files the caller's api_key under a vendor they never
+ *   picked); a model outside every known group is added under `"custom"` explicitly;
  * - If `api_key`/`base_url` are provided, they're written inline into the entry;
  * - Set as the default Model (a paired reference) when `opts.setDefault` is true.
  * Reads the existing config (or the default), saves after the change, and returns the updated
@@ -259,8 +267,8 @@ export async function addModel(
   root: string,
   projectId: string,
   entry: {
-    /** provider group; inferred from the builtin catalog when omitted (`inferProviderForUpstream`, falling back to custom if it can't be inferred). */
-    provider?: string;
+    /** provider group (required; never inferred — pass `"custom"` for a model outside the known groups). */
+    provider: string;
     /** Upstream model id (sent to AgentHub unchanged). */
     model_id: string;
     context_window?: number;
@@ -275,7 +283,7 @@ export async function addModel(
   opts?: { setDefault?: boolean },
 ): Promise<ProjectConfig> {
   const cfg = await loadProjectConfig(root, projectId);
-  const provider = entry.provider ?? inferProviderForUpstream(entry.model_id);
+  const { provider } = entry;
 
   // upsert: layers new fields on top of the existing entry; fields not explicitly provided
   // (e.g. context_window) keep their existing value, so a call like "just add an api_key"
@@ -400,35 +408,19 @@ export function getModel(cfg: ProjectConfig, ref: ModelRef): ModelEntry | undefi
 }
 
 /**
- * Resolves a model reference (the **single entry point for "provider omitted"**, shared by core
- * and CLI/server — never set up a second one):
- * - `provider` given: validated for existence by exact paired reference;
- * - `provider` omitted: an exact-match lookup on `model_id` (no fuzzy matching of any kind) —
- *   resolvable only when **exactly one** entry matches; 0 or multiple matches always report a
- *   clear error (an ambiguity error lists the candidate paired references).
+ * Validates a `(provider, model_id)` pair against the Project config and returns it as a
+ * `ModelRef` (the **single validation entry point**, shared by core and CLI/server — never set
+ * up a second one). Both halves are required: this only ever checks that the exact pair is
+ * configured, it never searches for a group to attach to a bare `model_id`. A pair the config
+ * doesn't have throws — a reference outside the config would leave credentials, pricing, and
+ * the context window unavailable at request time.
  */
-export function resolveModelRef(cfg: ProjectConfig, modelId: string, provider?: string): ModelRef {
-  if (provider !== undefined) {
-    const ref: ModelRef = { provider, model_id: modelId };
-    if (!getModel(cfg, ref)) {
-      throw new Error(
-        `Model is not in the Project config: ${formatModelRef(ref)}. Use \`penguin config model list\` to see the configured models, or \`penguin config model add\` to add one.`,
-      );
-    }
-    return ref;
-  }
-  const candidates = cfg.models.filter((m) => m.model_id === modelId);
-  if (candidates.length === 1) {
-    return { provider: candidates[0]!.provider, model_id: modelId };
-  }
-  if (candidates.length === 0) {
+export function resolveModelRef(cfg: ProjectConfig, modelId: string, provider: string): ModelRef {
+  const ref: ModelRef = { provider, model_id: modelId };
+  if (!getModel(cfg, ref)) {
     throw new Error(
-      `Model is not in the Project config: no entry has model_id ${modelId}. Use \`penguin config model list\` to see the configured models, or \`penguin config model add\` to add one.`,
+      `Model is not in the Project config: ${formatModelRef(ref)}. Use \`penguin config model list\` to see the configured models, or \`penguin config model add\` to add one.`,
     );
   }
-  throw new Error(
-    `Ambiguous model reference: model_id ${modelId} matches multiple entries: ${candidates
-      .map((m) => formatModelRef({ provider: m.provider, model_id: m.model_id }))
-      .join(", ")}. Specify provider to give a paired reference.`,
-  );
+  return ref;
 }
diff --git a/packages/core/test/agent.test.ts b/packages/core/test/agent.test.ts
index 23a5c66..d332bf5 100644
--- a/packages/core/test/agent.test.ts
+++ b/packages/core/test/agent.test.ts
@@ -80,14 +80,18 @@ describe("Agent.createSession workspace handling", () => {
     expect(path.isAbsolute(session.workspaceDir)).toBe(true);
   });
 
-  it("rejects a modelId that is not in the Project config with a clear error", async () => {
+  it("rejects a model reference that is not in the Project config with a clear error", async () => {
     const agent = await createAgent();
     const ws = path.join(tmpRoot, "ws-bad-model");
     await fs.mkdir(ws, { recursive: true });
     // A reference outside the config is not silently allowed (the unique key is provider +
     // model_id); the error is thrown before creating the temp Workspace.
     await expect(
-      agent.createSession({ workspaceDir: ws, modelId: "not-configured-model" }),
+      agent.createSession({
+        workspaceDir: ws,
+        modelId: "not-configured-model",
+        provider: "custom",
+      }),
     ).rejects.toThrow(/is not in the Project config/);
     await expect(
       agent.createSession({ workspaceDir: ws, modelId: "deepseek-v4-pro", provider: "openai" }),
@@ -129,59 +133,62 @@ describe("Agent.createSession model reference ((provider, model_id) pair)", () =
     }
   });
 
-  it("resolves a unique bare model_id and accepts an explicit pair", async () => {
-    const agent = await createAgent();
-    const ws = path.join(tmpRoot, "ws-ref-pair");
-    await fs.mkdir(ws, { recursive: true });
-    // Provider omitted: model_id is a globally unique exact match in the config -> resolves to that entry.
-    const bare = await agent.createSession({ workspaceDir: ws, modelId: "deepseek-v4-flash" });
-    try {
-      expect(bare.provider).toBe("deepseek");
-      expect(bare.modelId).toBe("deepseek-v4-flash");
-    } finally {
-      bare.dispose();
-    }
-    const paired = await agent.createSession({
-      workspaceDir: ws,
-      modelId: "claude-sonnet-4-6",
-      provider: "anthropic",
-    });
-    try {
-      expect(paired.provider).toBe("anthropic");
-      expect(paired.modelId).toBe("claude-sonnet-4-6");
-    } finally {
-      paired.dispose();
-    }
-  });
-
-  it("rejects an ambiguous bare model_id and a provider without modelId", async () => {
-    // Two providers coexist with the same model_id: omitting provider throws an ambiguity
-    // error (listing the candidate pair references).
+  it("selects the entry named by the pair, even when a second group sells the same model_id", async () => {
+    // A user-run proxy resells claude-sonnet-4-6 under the same upstream id: the two entries
+    // coexist and the pair — not the bare id — decides which one (and therefore which
+    // credential and base_url) the Session runs on.
     await addModel(tmpRoot, DEFAULT_PROJECT_ID, {
       provider: "myproxy",
       model_id: "claude-sonnet-4-6",
     });
     const agent = await createAgent();
-    const ws = path.join(tmpRoot, "ws-ref-ambiguous");
+    const ws = path.join(tmpRoot, "ws-ref-pair");
     await fs.mkdir(ws, { recursive: true });
-    await expect(
-      agent.createSession({ workspaceDir: ws, modelId: "claude-sonnet-4-6" }),
-    ).rejects.toThrow(/Ambiguous.*\(provider=anthropic, model_id=claude-sonnet-4-6\)/);
-    // Adding provider resolves it.
-    const session = await agent.createSession({
+    const vendor = await agent.createSession({
+      workspaceDir: ws,
+      modelId: "claude-sonnet-4-6",
+      provider: "anthropic",
+    });
+    try {
+      expect(vendor.provider).toBe("anthropic");
+      expect(vendor.modelId).toBe("claude-sonnet-4-6");
+    } finally {
+      vendor.dispose();
+    }
+    const proxied = await agent.createSession({
       workspaceDir: ws,
       modelId: "claude-sonnet-4-6",
       provider: "myproxy",
     });
     try {
-      expect(session.provider).toBe("myproxy");
+      expect(proxied.provider).toBe("myproxy");
+      expect(proxied.modelId).toBe("claude-sonnet-4-6");
+    } finally {
+      proxied.dispose();
+    }
+  });
+
+  it("rejects half a reference: modelId without provider, and provider without modelId", async () => {
+    const agent = await createAgent();
+    const ws = path.join(tmpRoot, "ws-ref-half");
+    await fs.mkdir(ws, { recursive: true });
+    // A bare model_id is never resolved against the config, not even when exactly one entry
+    // carries it (deepseek-v4-flash is unique here): the group is the caller's to name.
+    await expect(
+      agent.createSession({ workspaceDir: ws, modelId: "deepseek-v4-flash" }),
+    ).rejects.toThrow(/must be given as a \(provider, model_id\) pair/);
+    // The mirror case: provider alone is not a reference either.
+    await expect(agent.createSession({ workspaceDir: ws, provider: "deepseek" })).rejects.toThrow(
+      /must be given as a \(provider, model_id\) pair/,
+    );
+    // Neither half given is the documented "use the Project default" path, not an error.
+    const session = await agent.createSession({ workspaceDir: ws });
+    try {
+      expect(session.provider).toBe("deepseek");
+      expect(session.modelId).toBe("deepseek-v4-pro");
     } finally {
       session.dispose();
     }
-    // provider cannot be used alone (the reference must be a pair).
-    await expect(agent.createSession({ workspaceDir: ws, provider: "anthropic" })).rejects.toThrow(
-      /provider cannot be used alone/,
-    );
   });
 });
 
diff --git a/packages/core/test/builtin-agents.test.ts b/packages/core/test/builtin-agents.test.ts
index 0efe145..a71fbff 100644
--- a/packages/core/test/builtin-agents.test.ts
+++ b/packages/core/test/builtin-agents.test.ts
@@ -122,6 +122,8 @@ describe("Project Dir / Agent ID placeholders", () => {
       cwd: "/tmp/ws",
       agentId: "env_agent",
       projectDir: "/tmp/proj",
+      provider: "deepseek",
+      modelId: "deepseek-v4-pro",
       platform: "linux",
       osVersion: "test",
       date: "2026-07-08",
diff --git a/packages/core/test/llm.test.ts b/packages/core/test/llm.test.ts
index ce52b86..9237f13 100644
--- a/packages/core/test/llm.test.ts
+++ b/packages/core/test/llm.test.ts
@@ -10,7 +10,11 @@
  * determination.
  */
 import { describe, expect, it } from "vitest";
-import { ThinkingLevel } from "@prismshadow/agenthub";
+import {
+  EmptyResponseError,
+  ThinkingLevel,
+  ToolCallArgumentParseError,
+} from "@prismshadow/agenthub";
 import type { UniEvent, UniMessage, UsageMetadata } from "@prismshadow/agenthub";
 import type { LLMOutcome } from "../src/interfaces.js";
 
@@ -1105,6 +1109,37 @@ describe("isMalformedJsonParseError", () => {
     );
     expect(isMalformedJsonParseError(new Error("socket hang up"))).toBe(false);
   });
+
+  it("detects AgentHub 0.4 parse/validation error classes (truncated tool args, thinking-only)", () => {
+    // A stream truncated mid-arguments surfaces as ToolCallArgumentParseError since agenthub
+    // 0.4 (previously a raw SyntaxError) — must stay malformed so the engine reconnects.
+    expect(
+      isMalformedJsonParseError(
+        new ToolCallArgumentParseError({
+          client: "Claude5Client",
+          toolName: "exec_command",
+          toolCallId: "toolu_broken_1",
+          rawArguments: '{"cmd": "ec',
+          reason: "Unterminated string in JSON at position 11",
+        }),
+      ),
+    ).toBe(true);
+    // A completed thinking-only response cannot be replayed (400 on the next turn): retrying
+    // via malformed gives the model another chance instead of failing the turn.
+    expect(
+      isMalformedJsonParseError(
+        new EmptyResponseError({ client: "Claude5Client", finishReason: "stop" }),
+      ),
+    ).toBe(true);
+    // Also detectable via the name fallback and the cause chain.
+    expect(
+      isMalformedJsonParseError(
+        new Error("request failed", {
+          cause: new EmptyResponseError({ client: "GPT5_5Client", finishReason: null }),
+        }),
+      ),
+    ).toBe(true);
+  });
 });
 
 describe("isIncompleteStreamError", () => {
@@ -1337,35 +1372,40 @@ describe("GenerativeModel.streamGenerate outcome classification (PRN-013)", () =
   });
 });
 
-describe("provider fidelity fields (signature / phase)", () => {
+describe("provider fidelity payloads (opaque, AgentHub 0.4 semantics)", () => {
   const complete = (messages: ReturnType<typeof translateEvents>["messages"]) =>
     messages.filter((m) => !(m.payload as { type: string }).type.startsWith("partial_"));
 
-  it("captures the thinking signature arriving as an empty-text delta (Claude signature_delta)", () => {
+  it("captures the thinking fidelity arriving as an empty-text delta (Claude signature_delta)", () => {
     const { messages } = translateEvents([
       ev({ content_items: [{ type: "thinking", thinking: "let me think" }] }),
-      ev({ content_items: [{ type: "thinking", thinking: "", signature: "sig-abc" }] }),
+      ev({
+        content_items: [{ type: "thinking", thinking: "", fidelity: { signature: "sig-abc" } }],
+      }),
       ev({ content_items: [{ type: "text", text: "answer" }] }),
       ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
     ]);
     const thinking = complete(messages).find(
       (m) => (m.payload as { type: string }).type === "thinking",
     )!;
-    expect((thinking.payload as { thinking: string; signature?: string }).thinking).toBe(
-      "let me think",
-    );
-    expect((thinking.payload as { signature?: string }).signature).toBe("sig-abc");
+    const p = thinking.payload as { thinking: string; fidelity?: Record<string, unknown> };
+    expect(p.thinking).toBe("let me think");
+    expect(p.fidelity).toEqual({ signature: "sig-abc" });
   });
 
-  it("splits adjacent thinking blocks on signature (redacted + normal keep their own signatures)", () => {
+  it("splits adjacent thinking blocks on differing fidelity (redacted + normal keep their own)", () => {
     const { messages } = translateEvents([
-      // A redacted block: sentinel text + signature arrive together (Claude content_block_start).
+      // A redacted block: sentinel text + fidelity arrive together (Claude content_block_start).
       ev({
-        content_items: [{ type: "thinking", thinking: "_REDACTED_THINKING", signature: "sig-red" }],
+        content_items: [
+          { type: "thinking", thinking: "_REDACTED_THINKING", fidelity: { signature: "sig-red" } },
+        ],
       }),
       // The next, ordinary thinking block.
       ev({ content_items: [{ type: "thinking", thinking: "visible" }] }),
-      ev({ content_items: [{ type: "thinking", thinking: "", signature: "sig-vis" }] }),
+      ev({
+        content_items: [{ type: "thinking", thinking: "", fidelity: { signature: "sig-vis" } }],
+      }),
       ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
     ]);
     const thinkings = complete(messages).filter(
@@ -1373,49 +1413,125 @@ describe("provider fidelity fields (signature / phase)", () => {
     );
     expect(
       thinkings.map((m) => {
-        const p = m.payload as { thinking: string; signature?: string };
-        return [p.thinking, p.signature];
+        const p = m.payload as { thinking: string; fidelity?: Record<string, unknown> };
+        return [p.thinking, p.fidelity];
       }),
     ).toEqual([
-      ["_REDACTED_THINKING", "sig-red"],
-      ["visible", "sig-vis"],
+      ["_REDACTED_THINKING", { signature: "sig-red" }],
+      ["visible", { signature: "sig-vis" }],
     ]);
   });
 
-  it("emits an empty-text thinking with signature (GPT-5 encrypted reasoning)", () => {
+  it("keeps a run of equal fidelity as one thinking block (OpenAI-compatible reasoning_field per delta)", () => {
+    const rf = { reasoning_field: "reasoning_content" };
     const { messages } = translateEvents([
-      ev({ content_items: [{ type: "thinking", thinking: "", signature: '{"id":"rs_1"}' }] }),
+      ev({ content_items: [{ type: "thinking", thinking: "step 1, ", fidelity: { ...rf } }] }),
+      ev({ content_items: [{ type: "thinking", thinking: "step 2, ", fidelity: { ...rf } }] }),
+      ev({ content_items: [{ type: "thinking", thinking: "done", fidelity: { ...rf } }] }),
       ev({ content_items: [{ type: "text", text: "answer" }] }),
       ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
     ]);
-    const thinking = complete(messages).find(
+    const thinkings = complete(messages).filter(
       (m) => (m.payload as { type: string }).type === "thinking",
-    )!;
-    expect((thinking.payload as { thinking: string }).thinking).toBe("");
-    expect((thinking.payload as { signature?: string }).signature).toBe('{"id":"rs_1"}');
+    );
+    expect(
+      thinkings.map((m) => {
+        const p = m.payload as { thinking: string; fidelity?: Record<string, unknown> };
+        return [p.thinking, p.fidelity];
+      }),
+    ).toEqual([["step 1, step 2, done", rf]]);
   });
 
-  it("splits text segments on phase markers arriving as empty-text deltas (GPT-5)", () => {
+  it("emits an empty-text thinking with fidelity (GPT-5 encrypted reasoning) and splits on the next one", () => {
     const { messages } = translateEvents([
-      ev({ content_items: [{ type: "text", text: "", phase: "planning" }] }),
+      ev({
+        content_items: [
+          { type: "thinking", thinking: "", fidelity: { id: "rs_1", encrypted_content: "aaa" } },
+        ],
+      }),
+      ev({
+        content_items: [
+          { type: "thinking", thinking: "", fidelity: { id: "rs_2", encrypted_content: "bbb" } },
+        ],
+      }),
+      ev({ content_items: [{ type: "text", text: "answer" }] }),
+      ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
+    ]);
+    const thinkings = complete(messages).filter(
+      (m) => (m.payload as { type: string }).type === "thinking",
+    );
+    expect(
+      thinkings.map((m) => {
+        const p = m.payload as { thinking: string; fidelity?: Record<string, unknown> };
+        return [p.thinking, p.fidelity];
+      }),
+    ).toEqual([
+      ["", { id: "rs_1", encrypted_content: "aaa" }],
+      ["", { id: "rs_2", encrypted_content: "bbb" }],
+    ]);
+  });
+
+  it("splits text segments on fidelity.phase markers arriving as empty-text deltas (GPT-5)", () => {
+    const { messages } = translateEvents([
+      ev({ content_items: [{ type: "text", text: "", fidelity: { phase: "planning" } }] }),
       ev({ content_items: [{ type: "text", text: "plan..." }] }),
-      ev({ content_items: [{ type: "text", text: "", phase: "answer" }] }),
+      ev({ content_items: [{ type: "text", text: "", fidelity: { phase: "answer" } }] }),
       ev({ content_items: [{ type: "text", text: "final" }] }),
       ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
     ]);
     const texts = complete(messages).filter((m) => (m.payload as { type: string }).type === "text");
     expect(
       texts.map((m) => {
-        const p = m.payload as { text: string; phase?: string | null };
-        return [p.text, p.phase];
+        const p = m.payload as { text: string; fidelity?: Record<string, unknown> };
+        return [p.text, p.fidelity];
       }),
     ).toEqual([
-      ["plan...", "planning"],
-      ["final", "answer"],
+      ["plan...", { phase: "planning" }],
+      ["final", { phase: "answer" }],
     ]);
   });
 
-  it("carries the tool_call signature through to the complete message", () => {
+  it("closes a text segment on fidelity.signature: later text becomes its own segment (the signature must not cover unsigned text)", () => {
+    const { messages } = translateEvents([
+      // Gemini stamps a thoughtSignature on the text part it signed; whatever follows is
+      // unsigned. Merging them would replay a signature covering text the provider never
+      // signed, and the provider rejects the resumed turn.
+      ev({ content_items: [{ type: "text", text: "part one", fidelity: { signature: "sigA" } }] }),
+      ev({ content_items: [{ type: "text", text: "part two" }] }),
+      ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
+    ]);
+    const texts = complete(messages).filter((m) => (m.payload as { type: string }).type === "text");
+    expect(
+      texts.map((m) => {
+        const p = m.payload as { text: string; fidelity?: Record<string, unknown> };
+        return [p.text, p.fidelity];
+      }),
+    ).toEqual([
+      ["part one", { signature: "sigA" }],
+      ["part two", undefined],
+    ]);
+  });
+
+  it("accumulates fidelity keys across deltas of one text segment (phase marker + trailing signature)", () => {
+    const { messages } = translateEvents([
+      // GPT-5 opens the segment with a bare phase marker and signs it only at the end; a
+      // replacing (rather than merging) assignment would drop the phase and lose the
+      // segmentation on replay.
+      ev({ content_items: [{ type: "text", text: "", fidelity: { phase: "answer" } }] }),
+      ev({ content_items: [{ type: "text", text: "final" }] }),
+      ev({ content_items: [{ type: "text", text: "", fidelity: { signature: "sigB" } }] }),
+      ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
+    ]);
+    const texts = complete(messages).filter((m) => (m.payload as { type: string }).type === "text");
+    expect(
+      texts.map((m) => {
+        const p = m.payload as { text: string; fidelity?: Record<string, unknown> };
+        return [p.text, p.fidelity];
+      }),
+    ).toEqual([["final", { phase: "answer", signature: "sigB" }]]);
+  });
+
+  it("carries the tool_call fidelity through to the complete message", () => {
     const { messages } = translateEvents([
       ev({
         content_items: [
@@ -1424,7 +1540,7 @@ describe("provider fidelity fields (signature / phase)", () => {
             name: "exec_command",
             arguments: { cmd: "ls" },
             tool_call_id: "tc1",
-            signature: "sig-tool",
+            fidelity: { signature: "sig-tool" },
           },
         ],
       }),
@@ -1433,32 +1549,42 @@ describe("provider fidelity fields (signature / phase)", () => {
     const tc = complete(messages).find(
       (m) => (m.payload as { type: string }).type === "tool_call",
     )!;
-    expect((tc.payload as { signature?: string }).signature).toBe("sig-tool");
+    expect((tc.payload as { fidelity?: Record<string, unknown> }).fidelity).toEqual({
+      signature: "sig-tool",
+    });
   });
 
-  it("round-trips fidelity fields back to UniMessage content items (setHistory path)", () => {
+  it("round-trips fidelity payloads back to UniMessage content items (setHistory path)", () => {
     const uni = mergeOmniToUniMessage([
       thinkingMessage("deep", "completed", { signature: "sig-1" }),
       assistantText("hi", "completed", { phase: "answer", signature: "sig-2" }),
-      toolCall({ name: "t", arguments: "{}", toolCallId: "tc1", signature: "sig-3" }),
+      toolCall({ name: "t", arguments: "{}", toolCallId: "tc1", fidelity: { signature: "sig-3" } }),
     ]);
     expect(uni.content_items).toEqual([
-      { type: "thinking", thinking: "deep", signature: "sig-1" },
-      { type: "text", text: "hi", phase: "answer", signature: "sig-2" },
-      { type: "tool_call", name: "t", arguments: {}, tool_call_id: "tc1", signature: "sig-3" },
+      { type: "thinking", thinking: "deep", fidelity: { signature: "sig-1" } },
+      { type: "text", text: "hi", fidelity: { phase: "answer", signature: "sig-2" } },
+      {
+        type: "tool_call",
+        name: "t",
+        arguments: {},
+        tool_call_id: "tc1",
+        fidelity: { signature: "sig-3" },
+      },
     ]);
   });
 });
 
-describe("flushText signature parity (PR #39 review)", () => {
-  it("emits an empty-text message carrying a text signature instead of dropping it", () => {
+describe("flushText fidelity parity (PR #39 review)", () => {
+  it("emits an empty-text message carrying a text fidelity instead of dropping it", () => {
     const { messages } = translateEvents([
-      ev({ content_items: [{ type: "text", text: "", signature: "sig-t" }] }),
+      ev({ content_items: [{ type: "text", text: "", fidelity: { signature: "sig-t" } }] }),
       ev({ event_type: "stop", content_items: [], finish_reason: "stop" }),
     ]);
     const text = messages.find((m) => (m.payload as { type: string }).type === "text")!;
     expect((text.payload as { text: string }).text).toBe("");
-    expect((text.payload as { signature?: string }).signature).toBe("sig-t");
+    expect((text.payload as { fidelity?: Record<string, unknown> }).fidelity).toEqual({
+      signature: "sig-t",
+    });
   });
 });
 
diff --git a/packages/core/test/model-catalog.test.ts b/packages/core/test/model-catalog.test.ts
index 2e5e82b..eeafe6a 100644
--- a/packages/core/test/model-catalog.test.ts
+++ b/packages/core/test/model-catalog.test.ts
@@ -6,24 +6,31 @@ import { describe, expect, it } from "vitest";
 import {
   MODEL_CATALOG,
   MODEL_PROVIDERS,
+  modelHomepageUrl,
   catalogEntryFor,
-  inferProviderForUpstream,
   presetModelEntries,
   providerInfo,
   resolveModelEnv,
 } from "../src/state/index.js";
 
 describe("model-catalog", () => {
-  it("model ids are globally unique; DeepSeek comes first (the default model's provider)", () => {
+  it("(provider, model_id) pairs are unique; DeepSeek comes first (the default model's provider)", () => {
+    // Bare model ids may repeat across providers (a gateway reselling a vendor model keeps the
+    // vendor's upstream id, e.g. Qwen Token Plan's glm-5.2 / deepseek-v4-pro) — uniqueness is
+    // the (provider, model_id) pair, matching the catalog's sole lookup key (catalogEntryFor).
+    const pairs = MODEL_CATALOG.map((m) => `${m.provider}\0${m.modelId}`);
+    expect(new Set(pairs).size).toBe(pairs.length);
     const ids = MODEL_CATALOG.map((m) => m.modelId);
-    expect(new Set(ids).size).toBe(ids.length);
     expect(MODEL_CATALOG[0]!.provider).toBe("deepseek");
-    // Group order: DeepSeek first, followed by the OpenRouter and SiliconFlow gateways,
-    // then Google Gemini before Anthropic, with custom last.
+    // Group order: DeepSeek first, followed by the OpenRouter, SiliconFlow, and Qwen Token
+    // Plan gateways, then Google Gemini before Anthropic, with custom last.
     expect(MODEL_PROVIDERS.map((p) => p.id)).toEqual([
       "deepseek",
       "openrouter",
+      "fireworks",
       "siliconflow",
+      "qwen-token-plan",
+      "qwen-pay-as-you-go",
       "google",
       "anthropic",
       "openai",
@@ -61,13 +68,26 @@ describe("model-catalog", () => {
     }
   });
 
-  it("all three price buckets are positive; context_window is a positive integer", () => {
+  it("price buckets are positive (preview models without a list price omit pricing); context_window is a positive integer", () => {
     for (const m of MODEL_CATALOG) {
-      expect(m.pricing, m.modelId).toBeDefined();
-      expect(m.pricing!.unit).toBe("usd_per_mtok");
-      expect(m.pricing!.cache_read).toBeGreaterThan(0);
-      expect(m.pricing!.cache_write).toBeGreaterThan(0);
-      expect(m.pricing!.output).toBeGreaterThan(0);
+      if (m.provider === "qwen-token-plan" && m.modelId === "qwen3.8-max-preview") {
+        // Preview-only model: the plan runs a quota-multiplier promotion and publishes no
+        // per-token list price, so the entry carries none and costs read as 0 (same as
+        // unpriced user models).
+        expect(m.pricing, m.modelId).toBeUndefined();
+      } else if (m.modelId.endsWith(":free")) {
+        // Free-tier gateway model: a genuine $0 price (not "unknown"), so costs compute to 0.
+        expect(m.pricing, m.modelId).toBeDefined();
+        expect([m.pricing!.cache_read, m.pricing!.cache_write, m.pricing!.output]).toEqual([
+          0, 0, 0,
+        ]);
+      } else {
+        expect(m.pricing, m.modelId).toBeDefined();
+        expect(m.pricing!.unit).toBe("usd_per_mtok");
+        expect(m.pricing!.cache_read).toBeGreaterThan(0);
+        expect(m.pricing!.cache_write).toBeGreaterThan(0);
+        expect(m.pricing!.output).toBeGreaterThan(0);
+      }
       expect(Number.isInteger(m.contextWindow)).toBe(true);
       expect(m.contextWindow!).toBeGreaterThan(0);
     }
@@ -78,9 +98,12 @@ describe("model-catalog", () => {
     expect(providerInfo("nonexistent")).toBeUndefined();
   });
 
-  it("pair matching and provider-grouping inference: catalogEntryFor / inferProviderForUpstream", () => {
-    // catalogEntryFor is the sole catalog lookup entry point: it matches on (group, upstream id)
-    // pairs, so an identically named upstream id never matches across the wrong group.
+  it("catalogEntryFor is the sole lookup and always takes the (provider, model_id) pair", () => {
+    // It matches on (group, upstream id) pairs, so an identically named upstream id never
+    // matches across the wrong group. There is no bare-id lookup at all: a gateway reselling a
+    // vendor model keeps the vendor's upstream id, so a bare id names no single catalog entry
+    // and the catalog never offers to pick one (`glm-5.2`, `qwen3.7-max`, `qwen3.7-plus` and
+    // `deepseek-v4-pro` each appear under two groups).
     expect(catalogEntryFor("anthropic", "claude-sonnet-4-6")?.displayName).toBe(
       "Claude Sonnet 4.6",
     );
@@ -88,11 +111,11 @@ describe("model-catalog", () => {
     // The upstream id itself may contain / (gateway models); it is never split apart.
     expect(catalogEntryFor("openrouter", "xiaomi/mimo-v2.5")?.displayName).toBe("MiMo-V2.5");
     expect(catalogEntryFor("custom", "my-own")).toBeUndefined();
-
-    // Inference for `model add` when --provider is omitted: a catalog hit yields its provider, otherwise custom.
-    expect(inferProviderForUpstream("deepseek-v4-pro")).toBe("deepseek");
-    expect(inferProviderForUpstream("xiaomi/mimo-v2.5")).toBe("openrouter");
-    expect(inferProviderForUpstream("my-own-model")).toBe("custom");
+    // Each group's entry for a resold id is reached only through that group.
+    expect(catalogEntryFor("zhipu", "glm-5.2")?.contextWindow).toBe(1000000);
+    expect(catalogEntryFor("qwen-token-plan", "glm-5.2")?.contextWindow).toBe(1048576);
+    expect(catalogEntryFor("deepseek", "deepseek-v4-pro")?.provider).toBe("deepseek");
+    expect(catalogEntryFor("qwen-token-plan", "deepseek-v4-pro")?.provider).toBe("qwen-token-plan");
   });
 
   it("presetModelEntries: provider and bare upstream model_id are separate fields; gateway models inline base_url", () => {
@@ -115,42 +138,124 @@ describe("model-catalog", () => {
     }
   });
 
-  it("gateway models (OpenRouter / SiliconFlow): openai protocol + preset base URL; env fallback is OPENAI_API_KEY", () => {
+  it("gateway models (OpenRouter / SiliconFlow / Qwen Token Plan): openai protocol + preset base URL; env fallback is OPENAI_API_KEY", () => {
     const or = MODEL_CATALOG.filter((m) => m.provider === "openrouter");
+    // Dictionary order, newer versions of a series first (gpt-5.6-* before gpt-5.5,
+    // opus-4.8 before 4.7) — precomputed in the catalog, no runtime sorting.
     expect(or.map((m) => m.modelId)).toEqual([
-      "xiaomi/mimo-v2.5",
-      "tencent/hy3",
+      "anthropic/claude-fable-5",
+      "anthropic/claude-opus-4.8",
+      "anthropic/claude-opus-4.7",
+      "anthropic/claude-sonnet-5",
+      "deepseek/deepseek-v4-flash",
+      "deepseek/deepseek-v4-pro",
+      "google/gemini-3.5-flash",
       "minimax/minimax-m3",
+      "moonshotai/kimi-k3",
+      "nvidia/nemotron-3-ultra-550b-a55b:free",
+      "openai/gpt-5.6-sol",
+      "openai/gpt-5.6-terra",
+      "openai/gpt-5.5",
       "stepfun/step-3.7-flash",
+      "tencent/hy3",
+      "x-ai/grok-4.5",
+      "xiaomi/mimo-v2.5",
+      "z-ai/glm-5.2",
     ]);
     for (const m of or) {
       expect(m.clientType).toBe("openai");
       expect(m.baseUrl).toBe("https://openrouter.ai/api/v1");
     }
+    const fw = MODEL_CATALOG.filter((m) => m.provider === "fireworks");
+    expect(fw.map((m) => [m.modelId, m.supportsVision])).toEqual([
+      ["accounts/fireworks/models/deepseek-v4-flash", false],
+      ["accounts/fireworks/models/deepseek-v4-pro", false],
+      ["accounts/fireworks/models/glm-5p2", false],
+      ["accounts/fireworks/models/kimi-k2p7-code", true],
+      ["accounts/fireworks/models/minimax-m3", true],
+    ]);
+    for (const m of fw) {
+      expect(m.clientType).toBe("openai");
+      expect(m.baseUrl).toBe("https://api.fireworks.ai/inference/v1");
+    }
     const sf = MODEL_CATALOG.filter((m) => m.provider === "siliconflow");
     expect(sf.map((m) => m.modelId)).toEqual([
-      "zai-org/GLM-5.2",
+      "deepseek-ai/DeepSeek-V4-Flash",
       "deepseek-ai/DeepSeek-V4-Pro",
       "meituan-longcat/LongCat-2.0",
+      "moonshotai/Kimi-K2.7-Code",
+      "zai-org/GLM-5.2",
     ]);
     for (const m of sf) {
       expect(m.clientType).toBe("openai");
       expect(m.baseUrl).toBe("https://api.siliconflow.cn/v1");
     }
+    const qtp = MODEL_CATALOG.filter((m) => m.provider === "qwen-token-plan");
+    expect(qtp.map((m) => m.modelId)).toEqual([
+      "deepseek-v4-pro",
+      "glm-5.2",
+      "qwen3.8-max-preview",
+      "qwen3.7-max",
+      "qwen3.7-plus",
+    ]);
+    for (const m of qtp) {
+      expect(m.clientType).toBe("openai");
+      expect(m.baseUrl).toBe("https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1");
+    }
+    // Vision flags per the plan's supported-model table: 3.8-max-preview and 3.7-plus see images.
+    expect(qtp.map((m) => [m.modelId, m.supportsVision])).toEqual([
+      ["deepseek-v4-pro", false],
+      ["glm-5.2", false],
+      ["qwen3.8-max-preview", true],
+      ["qwen3.7-max", false],
+      ["qwen3.7-plus", true],
+    ]);
+    const qpayg = MODEL_CATALOG.filter((m) => m.provider === "qwen-pay-as-you-go");
+    expect(qpayg.map((m) => [m.modelId, m.supportsVision])).toEqual([
+      ["kimi/kimi-k3", true],
+      ["qwen3.7-max", false],
+      ["qwen3.7-plus", true],
+      ["ZHIPU/GLM-5.2", false],
+    ]);
+    for (const m of qpayg) {
+      expect(m.clientType).toBe("openai");
+      expect(m.baseUrl).toBe("https://dashscope.aliyuncs.com/compatible-mode/v1");
+    }
     // Routed through AgentHub's OpenAI client -> when the credential is left blank it reads OPENAI_API_KEY (not the provider's own env var name).
-    for (const id of ["openrouter", "siliconflow", "custom"]) {
+    for (const id of [
+      "openrouter",
+      "fireworks",
+      "siliconflow",
+      "qwen-token-plan",
+      "qwen-pay-as-you-go",
+      "custom",
+    ]) {
       expect(providerInfo(id)!.envKey).toBe("OPENAI_API_KEY");
       expect(providerInfo(id)!.envBaseUrlKey).toBe("OPENAI_BASE_URL");
     }
-    // gatewayBaseUrl (prefilled by group in the frontend's "add model" dialog) is only carried by the two gateway providers.
+    // gatewayBaseUrl (prefilled by group in the frontend's "add model" dialog) is only carried by the gateway providers.
     expect(providerInfo("openrouter")!.gatewayBaseUrl).toBe("https://openrouter.ai/api/v1");
     expect(providerInfo("siliconflow")!.gatewayBaseUrl).toBe("https://api.siliconflow.cn/v1");
+    expect(providerInfo("qwen-token-plan")!.gatewayBaseUrl).toBe(
+      "https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1",
+    );
+    expect(providerInfo("qwen-pay-as-you-go")!.gatewayBaseUrl).toBe(
+      "https://dashscope.aliyuncs.com/compatible-mode/v1",
+    );
+    expect(providerInfo("fireworks")!.gatewayBaseUrl).toBe("https://api.fireworks.ai/inference/v1");
+    const GATEWAYS = [
+      "openrouter",
+      "fireworks",
+      "siliconflow",
+      "qwen-token-plan",
+      "qwen-pay-as-you-go",
+    ];
     for (const p of MODEL_PROVIDERS) {
-      if (p.id !== "openrouter" && p.id !== "siliconflow") {
+      if (!GATEWAYS.includes(p.id)) {
         expect(p.gatewayBaseUrl, p.id).toBeUndefined();
       }
     }
-    const gateway = [...or, ...sf];
+    const gateway = [...or, ...fw, ...sf, ...qtp, ...qpayg];
     // Pricing (USD): MiMo v2.5 and Hy3.
     const mimo = MODEL_CATALOG.find((m) => m.modelId === "xiaomi/mimo-v2.5")!.pricing!;
     expect([mimo.cache_read, mimo.cache_write, mimo.output]).toEqual([0.0028, 0.14, 0.28]);
@@ -209,4 +314,47 @@ describe("resolveModelEnv (PRN-021: env fallback resolved by AgentHub routing ru
       }
     }
   });
+
+  it("modelHomepageUrl: gateway per-model pages, vendor docs fallback, none for custom groups", () => {
+    // Gateway URL patterns work for user-added ids in those groups too (not catalog-gated).
+    expect(modelHomepageUrl("openrouter", "anthropic/claude-fable-5")).toBe(
+      "https://openrouter.ai/anthropic/claude-fable-5",
+    );
+    expect(modelHomepageUrl("openrouter", "someone/new-model")).toBe(
+      "https://openrouter.ai/someone/new-model",
+    );
+    expect(modelHomepageUrl("qwen-token-plan", "qwen3.7-plus")).toBe(
+      "https://www.qianwenai.com/models/qwen3.7-plus",
+    );
+    // Fireworks maps the accounts/<owner>/models/<slug> API id to its page path; other ids
+    // fall back to the models listing.
+    expect(modelHomepageUrl("fireworks", "accounts/fireworks/models/glm-5p2")).toBe(
+      "https://app.fireworks.ai/models/fireworks/glm-5p2",
+    );
+    expect(modelHomepageUrl("fireworks", "my-own-id")).toBe("https://app.fireworks.ai/models");
+    // Pay-as-you-go resells third-party models under slash-prefixed ids: the id is URL-encoded.
+    expect(modelHomepageUrl("qwen-pay-as-you-go", "ZHIPU/GLM-5.2")).toBe(
+      "https://www.qianwenai.com/models/ZHIPU%2FGLM-5.2",
+    );
+    // The preview model has no dedicated page: falls back to the plan's model overview.
+    expect(modelHomepageUrl("qwen-token-plan", "qwen3.8-max-preview")).toBe(
+      providerInfo("qwen-token-plan")!.modelsUrl,
+    );
+    // Direct vendors link to the vendor's model docs page.
+    expect(modelHomepageUrl("deepseek", "deepseek-v4-pro")).toBe(
+      "https://api-docs.deepseek.com/quick_start/pricing",
+    );
+    // Z.AI and Moonshot have per-model pages (Moonshot drops the dot: kimi-k2.6 -> chat-k26).
+    expect(modelHomepageUrl("zhipu", "glm-5.2")).toBe("https://docs.z.ai/guides/llm/glm-5.2");
+    expect(modelHomepageUrl("moonshot", "kimi-k2.6")).toBe(
+      "https://platform.kimi.com/docs/pricing/chat-k26",
+    );
+    expect(modelHomepageUrl("moonshot", "kimi-k2.5")).toBe(
+      "https://platform.kimi.com/docs/pricing/chat-k25",
+    );
+    expect(modelHomepageUrl("moonshot", "my-own")).toBe("https://platform.kimi.com/docs/pricing");
+    // Custom and user-defined groups have no page to vouch for.
+    expect(modelHomepageUrl("custom", "my-model")).toBeUndefined();
+    expect(modelHomepageUrl("my-own-gateway", "x")).toBeUndefined();
+  });
 });
diff --git a/packages/core/test/session-title.test.ts b/packages/core/test/session-title.test.ts
index 960da86..2ef18aa 100644
--- a/packages/core/test/session-title.test.ts
+++ b/packages/core/test/session-title.test.ts
@@ -10,6 +10,7 @@ import {
   generateTitleWithLLM,
   sanitizeTitle,
   Session,
+  stripConversationMarkers,
   thinkingMessage,
   tokenUsage,
   userText,
@@ -119,6 +120,24 @@ describe("session-title", () => {
     expect(sanitizeTitle("『标题』！")).toBe("标题");
     expect(sanitizeTitle("  \n ")).toBeNull();
     expect(sanitizeTitle("x".repeat(50))).toHaveLength(30);
+    // A leaked <use_skills> block is stripped from the model output.
+    expect(sanitizeTitle("<use_skills>\nskills: web-design\n</use_skills>\n构建落地页")).toBe(
+      "构建落地页",
+    );
+  });
+
+  it("stripConversationMarkers: removes machine marker blocks, keeps the human body", () => {
+    // The skill-invocation block that wraps a first user message must not reach the title.
+    expect(
+      stripConversationMarkers(
+        "<use_skills>\nskills: penguin-sdk, web-design\n</use_skills>\n做一个 RAG 应用",
+      ),
+    ).toBe("做一个 RAG 应用");
+    // Handoff and scheduled-task markers are stripped too; ordinary angle-bracket text stays.
+    expect(stripConversationMarkers("<handoff_from>data_analyst</handoff_from>继续分析")).toBe(
+      "继续分析",
+    );
+    expect(stripConversationMarkers("render a <div> element")).toBe("render a <div> element");
   });
 
   it("Session.generateTitle: sends via createBareLLM; returns null when no factory is provided", async () => {
@@ -162,6 +181,10 @@ describe("session-title", () => {
     // Material = the first Task's user text + model text (thinking does not count), matching
     // buildTitlePrompt's shape.
     expect(seen[0]).toBe(buildTitlePrompt("user question", "answer body"));
+    // Anti-CoT shape: an explicit no-thinking rule, and the prompt ends with an empty think
+    // block so reasoning models treat their thinking phase as already closed.
+    expect(seen[0]).toContain("do not think aloud");
+    expect(seen[0]!.endsWith("<think></think>")).toBe(true);
 
     // No request is sent when no material has been collected (run was never called).
     const idle = new Session({
diff --git a/packages/core/test/state.test.ts b/packages/core/test/state.test.ts
index 540a9d3..bf5f6cf 100644
--- a/packages/core/test/state.test.ts
+++ b/packages/core/test/state.test.ts
@@ -41,6 +41,7 @@ import {
   skillsDir,
   systemConfigPath,
   toolsDir,
+  type ModelRef,
   type ProjectConfig,
 } from "../src/state/index.js";
 import { sessionEnvironment } from "../src/internal/session-support.js";
@@ -288,6 +289,8 @@ describe("assembleSystemPrompt", () => {
       sessionEnvironment("/tmp/penguin-ws", "session-test-1", {
         agentId: DEFAULT_AGENT_ID,
         projectDir: "/tmp/proj",
+        provider: "deepseek",
+        modelId: "deepseek-v4-pro",
       }),
     );
     expect(prompt).toContain("AGENTS.md");
@@ -341,6 +344,8 @@ describe("assembleSystemPrompt", () => {
       cwd: "/tmp/ws",
       agentId: "agent-x",
       projectDir: "/tmp/proj",
+      provider: "deepseek",
+      modelId: "deepseek-v4-pro",
       platform: "darwin",
       osVersion: "Darwin 25.0.0",
       date: "2026-06-30",
@@ -393,6 +398,8 @@ describe("assembleSystemPrompt", () => {
       cwd: "/tmp/ws",
       agentId: "agent-x",
       projectDir: "/tmp/proj",
+      provider: "deepseek",
+      modelId: "deepseek-v4-pro",
       platform: "darwin",
       osVersion: "Darwin 25.0.0",
       date: "2026-06-30",
@@ -466,7 +473,7 @@ describe("assembleSystemPrompt", () => {
     const env = sessionEnvironment(
       "/tmp/penguin-ws",
       "session-test-1",
-      { agentId: "agent-x", projectDir: "/tmp/proj" },
+      { agentId: "agent-x", projectDir: "/tmp/proj", provider: "openai", modelId: "gpt-5.5" },
       new Date("2026-06-30T00:00:00"),
     );
     const prompt = assembleSystemPrompt(state, env);
@@ -476,15 +483,19 @@ describe("assembleSystemPrompt", () => {
     expect(prompt).toContain("CWD: /tmp/penguin-ws");
     expect(prompt).toContain("Agent ID: agent-x");
     expect(prompt).toContain("Project Dir: /tmp/proj");
+    expect(prompt).toContain("Provider: openai");
+    expect(prompt).toContain("Model ID: gpt-5.5");
     expect(prompt).toContain("Platform:");
     expect(prompt).toContain("OS Version:");
     expect(prompt).toContain("Date: 2026-06-30");
     expect(prompt.indexOf("Platform:")).toBeLessThan(prompt.indexOf("OS Version:"));
     expect(prompt.indexOf("OS Version:")).toBeLessThan(prompt.indexOf("Date:"));
-    expect(prompt.indexOf("Date:")).toBeLessThan(prompt.indexOf("CWD:"));
-    expect(prompt.indexOf("CWD:")).toBeLessThan(prompt.indexOf("Agent ID:"));
-    expect(prompt.indexOf("Agent ID:")).toBeLessThan(prompt.indexOf("Project Dir:"));
-    expect(prompt.indexOf("Project Dir:")).toBeLessThan(prompt.indexOf("Session ID:"));
+    expect(prompt.indexOf("Date:")).toBeLessThan(prompt.indexOf("Project Dir:"));
+    expect(prompt.indexOf("Project Dir:")).toBeLessThan(prompt.indexOf("Agent ID:"));
+    expect(prompt.indexOf("Agent ID:")).toBeLessThan(prompt.indexOf("CWD:"));
+    expect(prompt.indexOf("CWD:")).toBeLessThan(prompt.indexOf("Provider:"));
+    expect(prompt.indexOf("Provider:")).toBeLessThan(prompt.indexOf("Model ID:"));
+    expect(prompt.indexOf("Model ID:")).toBeLessThan(prompt.indexOf("Session ID:"));
   });
 });
 
@@ -531,15 +542,41 @@ describe("project-config round trip", () => {
     expect(getModel(loaded, { provider: "custom", model_id: "unknown-model" })).toBeUndefined();
   });
 
-  it("infers the provider from the builtin catalog when addModel omits it", async () => {
-    await addModel(tmpRoot, DEFAULT_PROJECT_ID, { model_id: "claude-sonnet-4-6" });
-    await addModel(tmpRoot, DEFAULT_PROJECT_ID, { model_id: "my-own-model" });
+  it("addModel files the entry under the provider it was given, never one of its own choosing", async () => {
+    // provider is a required field: nothing is inferred from the builtin catalog, so a model
+    // outside the known groups is filed under custom only because the caller said so. glm-5.2
+    // is sold by both the Qwen Token Plan gateway and Zhipu — the caller names which one, and
+    // the entry (with its api_key) lands in exactly that group.
+    await addModel(tmpRoot, DEFAULT_PROJECT_ID, {
+      provider: "anthropic",
+      model_id: "claude-sonnet-4-6",
+    });
+    await addModel(tmpRoot, DEFAULT_PROJECT_ID, { provider: "custom", model_id: "my-own-model" });
+    await addModel(tmpRoot, DEFAULT_PROJECT_ID, {
+      provider: "zhipu",
+      model_id: "glm-5.2",
+      api_key: "sk-zhipu",
+    });
     const loaded = await loadProjectConfig(tmpRoot, DEFAULT_PROJECT_ID);
-    // A catalog hit gets its provider; otherwise it falls back to custom.
     expect(
       getModel(loaded, { provider: "anthropic", model_id: "claude-sonnet-4-6" }),
     ).toBeDefined();
     expect(getModel(loaded, { provider: "custom", model_id: "my-own-model" })).toBeDefined();
+    expect(getModel(loaded, { provider: "zhipu", model_id: "glm-5.2" })?.api_key).toBe("sk-zhipu");
+    // The key never leaks into the other group that resells the same bare id.
+    expect(
+      getModel(loaded, { provider: "qwen-token-plan", model_id: "glm-5.2" })?.api_key,
+    ).toBeUndefined();
+  });
+
+  it("addModel requires an explicit provider: a bare model_id does not type-check", () => {
+    // Compile-time contract (asserted by `pnpm typecheck`, which includes this file): with the
+    // catalog inference gone there is nothing to fall back to, so the entry's provider field is
+    // required rather than optional. vitest only checks that the call expression exists.
+    const bare = { model_id: "glm-5.2" };
+    // @ts-expect-error provider is required: a model reference is always a (provider, model_id) pair.
+    const call = (): Promise<ProjectConfig> => addModel(tmpRoot, DEFAULT_PROJECT_ID, bare);
+    expect(call).toBeTypeOf("function");
   });
 
   it("upserts by the (provider, model_id) pair; same model_id under two providers co-exists", async () => {
@@ -706,7 +743,10 @@ describe("project-config round trip", () => {
         (c) => c.provider === entry.provider && c.modelId === entry.model_id,
       )!;
       expect(entry.vision).toBe(cat.supportsVision ? undefined : false);
-      expect(entry.pricing?.unit).toBe("usd_per_mtok");
+      // A catalog entry without a list price (the Token Plan preview model) presets no
+      // pricing; every other catalog entry stores USD pricing.
+      if (cat.pricing === undefined) expect(entry.pricing).toBeUndefined();
+      else expect(entry.pricing?.unit).toBe("usd_per_mtok");
       // A model that auto-routes leaves client_type unset; a gateway model (OpenRouter)
       // explicitly sets it to openai.
       expect(entry.client_type).toBe(cat.clientType);
@@ -800,7 +840,7 @@ describe("project-config round trip", () => {
   });
 });
 
-describe('resolveModelRef (the single "provider omitted" resolution entry point)', () => {
+describe("resolveModelRef (validates a (provider, model_id) pair against the config)", () => {
   const cfg: ProjectConfig = {
     models: [
       { provider: "deepseek", model_id: "deepseek-v4-pro" },
@@ -809,37 +849,44 @@ describe('resolveModelRef (the single "provider omitted" resolution entry point)
     ],
   };
 
-  it("resolves a globally unique model_id without provider (exact match only)", () => {
-    expect(resolveModelRef(cfg, "deepseek-v4-pro")).toEqual({
+  it("returns the pair when it names a configured entry", () => {
+    expect(resolveModelRef(cfg, "deepseek-v4-pro", "deepseek")).toEqual({
       provider: "deepseek",
       model_id: "deepseek-v4-pro",
     });
-    // Exact-match lookup, no fuzzy/prefix matching.
-    expect(() => resolveModelRef(cfg, "deepseek-v4")).toThrow(/is not in the Project config/);
-  });
-
-  it("validates the exact pair when provider is given", () => {
+    // The same bare model_id under two groups is never ambiguous: each pair names its own entry.
     expect(resolveModelRef(cfg, "shared-id", "siliconflow")).toEqual({
       provider: "siliconflow",
       model_id: "shared-id",
     });
-    // A wrong provider grouping likewise fails: the error includes the pair reference.
+    expect(resolveModelRef(cfg, "shared-id", "openrouter")).toEqual({
+      provider: "openrouter",
+      model_id: "shared-id",
+    });
+  });
+
+  it("throws when the pair is not configured; the error carries the pair reference", () => {
+    // Wrong group for a configured model_id: no fallback to "the entry that happens to have
+    // this id" — a pair the config doesn't have simply isn't a model.
     expect(() => resolveModelRef(cfg, "shared-id", "openai")).toThrow(
-      /\(provider=openai, model_id=shared-id\)/,
+      /is not in the Project config.*\(provider=openai, model_id=shared-id\)/,
+    );
+    // Unknown model_id, and exact matching only (no fuzzy/prefix matching).
+    expect(() => resolveModelRef(cfg, "no-such-model", "deepseek")).toThrow(
+      /\(provider=deepseek, model_id=no-such-model\)/,
+    );
+    expect(() => resolveModelRef(cfg, "deepseek-v4", "deepseek")).toThrow(
+      /is not in the Project config/,
     );
   });
 
-  it("errors clearly on zero matches", () => {
-    expect(() => resolveModelRef(cfg, "no-such-model")).toThrow(
-      /is not in the Project config.*no-such-model/,
-    );
-  });
-
-  it("errors on ambiguity, listing the candidate pair references", () => {
-    expect(() => resolveModelRef(cfg, "shared-id")).toThrow(/Ambiguous/);
-    expect(() => resolveModelRef(cfg, "shared-id")).toThrow(
-      /\(provider=siliconflow, model_id=shared-id\).*\(provider=openrouter, model_id=shared-id\)/,
-    );
+  it("requires provider: a bare model_id does not type-check (no resolution path left)", () => {
+    // The pair is enforced by the type checker — asserted by `pnpm typecheck`, which includes
+    // this file; the unused-directive error is the failure mode if the parameter ever goes
+    // optional again. vitest only checks that the call expression exists.
+    // @ts-expect-error provider is required: a model reference is always a (provider, model_id) pair.
+    const call = (): ModelRef => resolveModelRef(cfg, "deepseek-v4-pro");
+    expect(call).toBeTypeOf("function");
   });
 });
 
diff --git a/packages/core/test/subagent.test.ts b/packages/core/test/subagent.test.ts
index c89f486..3089025 100644
--- a/packages/core/test/subagent.test.ts
+++ b/packages/core/test/subagent.test.ts
@@ -56,7 +56,7 @@ type RunInput = { prompt: string; signal?: AbortSignal; approve?: ApproveFn };
 /** Builds a SubagentRunner from a run implementation (spawn arguments observed via a spy). */
 function runnerOf(
   run: (input: RunInput) => AsyncGenerator<OmniMessage>,
-  spawnSpy?: (input: { agentId?: string; modelId?: string }) => void,
+  spawnSpy?: (input: { agentId?: string; modelId?: string; provider?: string }) => void,
 ): SubagentRunner {
   return {
     async spawn(input) {
@@ -136,7 +136,8 @@ afterEach(() => {
 
 describe("run_subagent tool (foreground)", () => {
   it("forwards stamped child messages and mirrors child text as its own output deltas", async () => {
-    const seen: Array<{ prompt?: string; agentId?: string; modelId?: string }> = [];
+    const seen: Array<{ prompt?: string; agentId?: string; modelId?: string; provider?: string }> =
+      [];
     const runner = runnerOf(
       async function* (input) {
         seen[0] = { ...seen[0], prompt: input.prompt };
@@ -150,7 +151,10 @@ describe("run_subagent tool (foreground)", () => {
     const { services } = makeServices(runner);
     const tool = createSubagentTool(DEF, services);
     const { out, result } = await collectWithReturn(
-      tool.execute({ prompt: "world", agent_id: "researcher", model_id: "m1" }, CTX),
+      tool.execute(
+        { prompt: "world", agent_id: "researcher", model_id: "m1", provider: "p1" },
+        CTX,
+      ),
     );
 
     // Child session messages pass through verbatim (with origin).
@@ -163,7 +167,49 @@ describe("run_subagent tool (foreground)", () => {
     expect(result?.stopReason).toBe("completed");
     // The model is free to choose the agent and model (spawn arguments); the prompt is
     // handed to run.
-    expect(seen[0]).toEqual({ prompt: "world", agentId: "researcher", modelId: "m1" });
+    expect(seen[0]).toEqual({
+      prompt: "world",
+      agentId: "researcher",
+      modelId: "m1",
+      provider: "p1",
+    });
+  });
+
+  it("rejects half a model reference in either direction, and never spawns", async () => {
+    // A model is referenced by the (provider, model_id) pair; the tool refuses half of one
+    // rather than letting the session layer guess a group for a bare upstream id.
+    for (const args of [
+      { prompt: "x", model_id: "m1" },
+      { prompt: "x", provider: "p1" },
+    ]) {
+      const spawned: unknown[] = [];
+      const runner = runnerOf(
+        async function* () {},
+        (input) => spawned.push(input),
+      );
+      const { services } = makeServices(runner);
+      const tool = createSubagentTool(DEF, services);
+      const { out, result } = await collectWithReturn(tool.execute(args, CTX));
+      expect(result?.stopReason).toBe("failed");
+      expect(ownDeltas(out)).toContain("must be given together");
+      expect(spawned).toHaveLength(0);
+    }
+  });
+
+  it("uses the Project default model when neither half of the reference is given", async () => {
+    const seen: Array<{ modelId?: string; provider?: string }> = [];
+    const runner = runnerOf(
+      async function* () {
+        yield withOrigin(partialText("delta", "ok"), HOP);
+      },
+      (input) => seen.push(input),
+    );
+    const { services } = makeServices(runner);
+    const tool = createSubagentTool(DEF, services);
+    const { result } = await collectWithReturn(tool.execute({ prompt: "x" }, CTX));
+    expect(result?.stopReason).toBe("completed");
+    expect(seen[0]?.modelId).toBeUndefined();
+    expect(seen[0]?.provider).toBeUndefined();
   });
 
   it("does not mirror deeper-nested (origin.length > 1) text into its own output", async () => {
diff --git a/packages/docs/content/cli.en.md b/packages/docs/content/cli.en.md
index 6e94071..6d2a674 100644
--- a/packages/docs/content/cli.en.md
+++ b/packages/docs/content/cli.en.md
@@ -7,7 +7,7 @@ The CLI ships as the npm package `@prismshadow/penguin-cli`; the command is `pen
 
 ## Global conventions
 
-- Model references: a model's identity is always the `(provider, model_id)` pair. `--model-id` takes the upstream model id and pairs with `--provider`. When `run` / `chat` omit `--provider`, the `--model-id` matches only if it is globally unique in the configuration; ambiguity is an error.
+- Model references: a model's identity is always the `(provider, model_id)` pair. `--model-id` takes the upstream model id and `--provider` the group it belongs to; the provider is never inferred, guessed, or defaulted. On `run` / `chat` the pair as a whole is optional — pass both to pick a model, or neither to use the Project's default model — but passing one without the other is an error.
 - Data root: `--root <dir>` overrides the data root directory. Priority: `--root` > the `PENGUIN_HOME` env var > `~/.penguin/data`.
 
 ## penguin run
@@ -21,8 +21,8 @@ penguin run -m "Summarize the code structure of this directory"
 | Option | Description |
 | --- | --- |
 | `-m, --message <message>` | Required; the message to send |
-| `--model-id <id>` | Model to use; defaults to the Project's default model |
-| `--provider <group>` | Provider group of the model |
+| `--model-id <id>` | Upstream id of the model to use; requires `--provider`. Omit both to use the Project's default model |
+| `--provider <group>` | Provider group of the model; required whenever `--model-id` is given |
 | `--project-id <id>` | Project to use |
 | `--agent-id <id>` | Agent to use |
 | `--workspace <path>` | Workspace directory; defaults to the current directory and must exist |
@@ -74,13 +74,13 @@ Manages a Project's model configuration, per-Agent vault environment variables,
 Add or update a model entry:
 
 ```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
 ```
 
 | Option | Description |
 | --- | --- |
 | `--model-id <id>` | Required; the upstream model id |
-| `--provider <group>` | Provider group; inferred from the built-in catalog when omitted |
+| `--provider <group>` | Required; the provider group the entry belongs to. It is never derived from the model id: gateways resell vendor models under their upstream ids, so a guessed group would write the credential onto another vendor's endpoint. Use `custom` for any endpoint outside the built-in groups. |
 | `--api-key <key>` | API key, stored inline in the Project's hidden `.project_config.toml` |
 | `--base-url <url>` | Custom endpoint base URL |
 | `--context-window <n>` | Context window size |
diff --git a/packages/docs/content/cli.zh.md b/packages/docs/content/cli.zh.md
index 2241400..163b9f8 100644
--- a/packages/docs/content/cli.zh.md
+++ b/packages/docs/content/cli.zh.md
@@ -7,7 +7,7 @@ CLI 由 npm 包 `@prismshadow/penguin-cli` 提供，命令为 `penguin`。不带
 
 ## 全局约定
 
-- 模型引用：模型身份始终是 `(provider, model_id)` 二元组。`--model-id` 填上游模型 id，与 `--provider` 组成配对引用。`run` / `chat` 省略 `--provider` 时，仅当该 `--model-id` 在配置中全局唯一才会匹配，存在歧义则报错。
+- 模型引用：模型身份始终是 `(provider, model_id)` 二元组。`--model-id` 填上游模型 id，`--provider` 填其所属分组；provider 绝不推断、绝不猜测、也没有缺省值。`run` / `chat` 上这对参数整体可选——两个都给即指定模型，两个都不给则使用 Project 默认模型——但只给其中一个是错误。
 - 数据根目录：`--root <dir>` 覆盖数据根目录，优先级为 `--root` > 环境变量 `PENGUIN_HOME` > `~/.penguin/data`。
 
 ## penguin run
@@ -21,8 +21,8 @@ penguin run -m "总结当前目录的代码结构"
 | 选项 | 说明 |
 | --- | --- |
 | `-m, --message <message>` | 必填，要发送的消息 |
-| `--model-id <id>` | 指定模型，缺省使用 Project 默认模型 |
-| `--provider <group>` | 模型所属 Provider 分组 |
+| `--model-id <id>` | 指定模型的上游 id，须与 `--provider` 同时给出；两者都不给时使用 Project 默认模型 |
+| `--provider <group>` | 模型所属 Provider 分组，给出 `--model-id` 时必填 |
 | `--project-id <id>` | 指定 Project |
 | `--agent-id <id>` | 指定 Agent |
 | `--workspace <path>` | Workspace 目录，默认当前目录，必须已存在 |
@@ -74,13 +74,13 @@ Ctrl-C 的行为依状态而定：
 新增或更新模型条目：
 
 ```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
 ```
 
 | 选项 | 说明 |
 | --- | --- |
 | `--model-id <id>` | 必填，上游模型 id |
-| `--provider <group>` | Provider 分组，缺省时根据内置目录推断 |
+| `--provider <group>` | 必填，条目所属的 Provider 分组。它绝不由模型 id 推导：网关会以上游 id 转售厂商模型，猜错分组会把凭据写到另一家厂商的接口上。内置分组之外的接口一律用 `custom`。 |
 | `--api-key <key>` | API Key，内联存入 Project 隐藏文件 `.project_config.toml` |
 | `--base-url <url>` | 自定义接口地址 |
 | `--context-window <n>` | 上下文窗口大小 |
diff --git a/packages/docs/content/configuration.en.md b/packages/docs/content/configuration.en.md
index 909b049..036c781 100644
--- a/packages/docs/content/configuration.en.md
+++ b/packages/docs/content/configuration.en.md
@@ -35,7 +35,7 @@ The openrouter, siliconflow, and custom groups speak the OpenAI-compatible proto
 
 ## Project config
 
-`<root>/<project>/.project_config.toml` is the Project's single config file: a hidden file written with mode 0600, with credentials inlined on the model entries. Model identity is always the `(provider, model_id)` pair — string concatenation is forbidden everywhere.
+`<root>/<project>/.project_config.toml` is the Project's single config file: a hidden file written with mode 0600, with credentials inlined on the model entries. Model identity is always the `(provider, model_id)` pair — string concatenation is forbidden everywhere, and every reference into this file carries both halves: the provider is never inferred from a bare `model_id`.
 
 | Field | Description |
 | --- | --- |
@@ -143,9 +143,11 @@ compaction:
 | `{{PLATFORM}}` | Runtime platform |
 | `{{OS_VERSION}}` | Operating system version |
 | `{{DATE}}` | Current date |
-| `{{CWD}}` | Workspace path |
-| `{{AGENT_ID}}` | Agent id |
 | `{{PROJECT_DIR}}` | Project directory |
+| `{{AGENT_ID}}` | Agent id |
+| `{{CWD}}` | Workspace path |
+| `{{PROVIDER}}` | Model provider group |
+| `{{MODEL_ID}}` | Upstream model id |
 | `{{SESSION_ID}}` | Session id |
 
 `agent_state/AGENTS.md` is the developer-editable instruction file, injected via `{{AGENTS_MD}}` and empty by default — it is also the file an optimizer edits most (see [Self-Improvement](/self-improvement)).
@@ -157,6 +159,7 @@ compaction:
 - Key names must match `^[A-Za-z_][A-Za-z0-9_]*$` (shell environment variable naming rules);
 - Values are injected only into tool subprocess environments and never enter the model context or the Trace;
 - Only key names are disclosed in the system prompt via `{{VAULT_KEYS}}`;
+- Saving through the Web/API invalidates the Agent's cached Session runtimes: the next Task on any of its Sessions re-resumes and runs with the new values; a Task already in flight keeps the values it started with (a direct CLI file edit reaches a running server only when a Session is next created or resumed);
 - Managed via `penguin config vault set/list/remove` or the Web Vault tab.
 
 ## Schedules
@@ -172,7 +175,7 @@ Each file `agent_state/schedule/<name>.toml` describes one scheduled task (the f
 | `end_at` | no | End time; must be later than `start_at` |
 | `session_id` | no | Bind to an existing Session; mutually exclusive with the three fields below |
 | `workspace` | no | Workspace for new-Session mode |
-| `provider` / `model_id` | no | Paired model reference for new-Session mode |
+| `provider` / `model_id` | no | Paired model reference for new-Session mode; write both or neither — a lone `model_id` is rejected, and with neither the Project's default model is used |
 
 ```toml
 prompt = "Check yesterday's builds and summarize the failures"
diff --git a/packages/docs/content/configuration.zh.md b/packages/docs/content/configuration.zh.md
index f24e2d0..f16bd84 100644
--- a/packages/docs/content/configuration.zh.md
+++ b/packages/docs/content/configuration.zh.md
@@ -35,7 +35,7 @@ openrouter、siliconflow 与 custom 分组走 OpenAI 兼容协议，因此复用
 
 ## Project 配置
 
-`<root>/<project>/.project_config.toml` 是 Project 唯一的配置文件：隐藏文件，落盘权限 0600，凭证内联在模型条目上。模型身份始终是 `(provider, model_id)` 成对引用，禁止任何形式的字符串拼接。
+`<root>/<project>/.project_config.toml` 是 Project 唯一的配置文件：隐藏文件，落盘权限 0600，凭证内联在模型条目上。模型身份始终是 `(provider, model_id)` 成对引用，禁止任何形式的字符串拼接；指向本文件的每一处引用都要带上两半，provider 绝不由裸 `model_id` 推断。
 
 | 字段 | 说明 |
 | --- | --- |
@@ -143,9 +143,11 @@ compaction:
 | `{{PLATFORM}}` | 运行平台 |
 | `{{OS_VERSION}}` | 操作系统版本 |
 | `{{DATE}}` | 当前日期 |
-| `{{CWD}}` | Workspace 路径 |
-| `{{AGENT_ID}}` | Agent id |
 | `{{PROJECT_DIR}}` | Project 目录 |
+| `{{AGENT_ID}}` | Agent id |
+| `{{CWD}}` | Workspace 路径 |
+| `{{PROVIDER}}` | 模型 provider 分组 |
+| `{{MODEL_ID}}` | 上游模型 id |
 | `{{SESSION_ID}}` | Session id |
 
 `agent_state/AGENTS.md` 是开发者可编辑的指令文件，经 `{{AGENTS_MD}}` 注入系统提示词，缺省为空——它也是优化器最常改动的文件（见[自我进化](/self-improvement)）。
@@ -157,6 +159,7 @@ compaction:
 - 键名须匹配 `^[A-Za-z_][A-Za-z0-9_]*$`（shell 环境变量命名规则）；
 - 值只注入工具子进程的环境变量，永远不进入模型上下文与 Trace；
 - 系统提示词中经 `{{VAULT_KEYS}}` 只披露键名；
+- 经 Web/API 保存会使该 Agent 已缓存的 Session 运行时失效：其任意 Session 的下一个任务会重新恢复（resume）并使用新值；进行中的任务保持其启动时的值（CLI 直接改文件对运行中的 server 则要等 Session 下次创建或恢复时生效）；
 - 通过 CLI `penguin config vault set/list/remove` 或 Web 的 Vault 标签页管理。
 
 ## 定时任务
@@ -172,7 +175,7 @@ compaction:
 | `end_at` | 否 | 结束时刻，须晚于 `start_at` |
 | `session_id` | 否 | 绑定既有 Session；与下列三项互斥 |
 | `workspace` | 否 | 新建 Session 模式的 Workspace |
-| `provider` / `model_id` | 否 | 新建 Session 模式的模型成对引用 |
+| `provider` / `model_id` | 否 | 新建 Session 模式的模型成对引用；要写就两个都写，只写 `model_id` 会被拒绝，两个都不写则使用 Project 默认模型 |
 
 ```toml
 prompt = "检查昨日构建结果并汇总失败原因"
diff --git a/packages/docs/content/installation.en.md b/packages/docs/content/installation.en.md
index 8f2bebe..390519b 100644
--- a/packages/docs/content/installation.en.md
+++ b/packages/docs/content/installation.en.md
@@ -13,7 +13,7 @@ description: Install PenguinHarness via the install script, npm, or from source.
 On Linux / macOS:
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
 ```
 
 The script downloads the matching `penguin-{linux,darwin}-{x64,arm64}.tar.gz`, which bundles an official Node.js runtime. Other platforms do **not** fall back automatically: the script exits and asks you to install Node.js >= 24 and re-run with `--universal`, which selects the runtime-less `penguin-universal.tar.gz`.
@@ -34,7 +34,7 @@ penguin -v
 | Integrity check | Downloads are sha256-verified when the Release ships checksum assets |
 | Upgrade | Re-run the install script; files are swapped atomically |
 
-Script flags are passed as `curl ... | sh -s -- --universal`.
+Script flags go after `sh -s --`, e.g. `curl -fsSL https://penguin.ooo/install.sh | sh -s -- --universal`.
 
 ### Data directory
 
diff --git a/packages/docs/content/installation.zh.md b/packages/docs/content/installation.zh.md
index d7fc68b..c48c003 100644
--- a/packages/docs/content/installation.zh.md
+++ b/packages/docs/content/installation.zh.md
@@ -13,7 +13,7 @@ description: 通过安装脚本、npm 或源码安装 PenguinHarness。
 在 Linux / macOS 上执行：
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
 ```
 
 脚本按平台下载 `penguin-{linux,darwin}-{x64,arm64}.tar.gz`，其中捆绑了官方 Node.js 运行时。其他平台**不会自动回退**：脚本会退出并提示先安装 Node.js >= 24、再携带 `--universal` 重新执行，改用不含运行时的 `penguin-universal.tar.gz`。
@@ -34,7 +34,7 @@ penguin -v
 | 完整性校验 | Release 提供 checksum 资产时自动进行 sha256 校验 |
 | 升级 | 重新执行安装脚本即可，文件原子替换 |
 
-脚本参数通过 `curl ... | sh -s -- --universal` 的形式传入。
+脚本参数写在 `sh -s --` 之后，例如 `curl -fsSL https://penguin.ooo/install.sh | sh -s -- --universal`。
 
 ### 数据目录
 
diff --git a/packages/docs/content/interfaces.en.md b/packages/docs/content/interfaces.en.md
index 7ceb61c..d732428 100644
--- a/packages/docs/content/interfaces.en.md
+++ b/packages/docs/content/interfaces.en.md
@@ -89,7 +89,7 @@ interface GenerativeModelConfig {
 `GenerativeModel` (`packages/core/src/llm/generative-model.ts`) grounds the contract on the `AutoLLMClient` of the `@prismshadow/agenthub` model gateway:
 
 - the gateway maintains conversation history **statefully**, receiving only new messages each turn; resuming a Session replays committed history through a one-time `setHistory`;
-- an internal `EventTranslator` translates gateway stream events into `partial_*` fragments plus complete messages, preserving the `signature` / `phase` fidelity fields; complete messages settle in thinking → text → tool_call order;
+- an internal `EventTranslator` translates gateway stream events into `partial_*` fragments plus complete messages, preserving each item's opaque `fidelity` payload verbatim; segmentation mirrors the gateway's own aggregation — a thinking block is closed by its fidelity payload and a run of equal fidelity stays one block (OpenAI-compatible clients stamp every delta with the same `{ reasoning_field }`, which must not split blocks), while a text segment splits on a differing `fidelity.phase` and closes on a `fidelity.signature`, fidelity keys accumulating on merge; complete messages settle in thinking → text → tool_call order;
 - `ToolCallIdAllocator` disambiguates providers that use the function name as the call id (append `#n` inbound, strip outbound), scoped to the whole Session;
 - provider differences (tool-call formats, reasoning content, streaming events) are absorbed entirely inside the gateway — see [Models & Providers](/models).
 
@@ -169,7 +169,7 @@ A tool emits only content deltas; framing, timeouts, truncation, `stop_reason` p
 Human is deliberately not an interface class. The SDK caller *is* the Human:
 
 ```ts
-const session = await agent.createSession({ workspaceDir, modelId });
+const session = await agent.createSession({ workspaceDir, provider, modelId });
 
 session.run(
   newMessages: OmniMessage[],                    // input: the Prompt
diff --git a/packages/docs/content/interfaces.zh.md b/packages/docs/content/interfaces.zh.md
index 03fab56..5478052 100644
--- a/packages/docs/content/interfaces.zh.md
+++ b/packages/docs/content/interfaces.zh.md
@@ -89,7 +89,7 @@ interface GenerativeModelConfig {
 `GenerativeModel`(`packages/core/src/llm/generative-model.ts`)把契约落到模型网关 `@prismshadow/agenthub` 的 `AutoLLMClient` 上：
 
 - 网关**有状态**地维护会话历史，每轮只接收新消息；恢复 Session 时经一次性的 `setHistory` 重放已提交历史；
-- 内部的 `EventTranslator` 把网关流式事件翻译为 `partial_*` 分片 + 完整消息，保留 `signature` / `phase` 保真字段，完整消息按 thinking → text → tool_call 顺序落盘；
+- 内部的 `EventTranslator` 把网关流式事件翻译为 `partial_*` 分片 + 完整消息，逐条原样保留不透明的 `fidelity` 保真负载；分段与网关自身的聚合一致——thinking 块由其 fidelity 负载闭合，连续相同的 fidelity 归为同一块(OpenAI 兼容客户端给每条增量盖同一个 `{ reasoning_field }`，不能因此切块)，text 段遇到不同的 `fidelity.phase` 即切分、遇到 `fidelity.signature` 即闭合，合并时 fidelity 键累积；完整消息按 thinking → text → tool_call 顺序落盘；
 - `ToolCallIdAllocator` 处理个别 Provider 用函数名充当调用 id 的情况(入站追加 `#n`、出站剥离)，作用域覆盖整个 Session;
 - Provider 协议差异(工具调用格式、思考内容、流式事件)全部在网关内抹平，见[模型与 Provider](/models)。
 
@@ -169,7 +169,7 @@ interface ToolDefinitionConfig {
 Human 刻意不设计为接口类。SDK 的调用方就是 Human:
 
 ```ts
-const session = await agent.createSession({ workspaceDir, modelId });
+const session = await agent.createSession({ workspaceDir, provider, modelId });
 
 session.run(
   newMessages: OmniMessage[],                    // 输入:Prompt
diff --git a/packages/docs/content/models.en.md b/packages/docs/content/models.en.md
index 418cfce..64ba372 100644
--- a/packages/docs/content/models.en.md
+++ b/packages/docs/content/models.en.md
@@ -11,6 +11,8 @@ All model access goes through one gateway library: `@prismshadow/agenthub` (Auto
 
 A model's identity is always the `(provider, model_id)` pair: `provider` is a config group name, `model_id` the upstream request id sent to AgentHub unchanged. The two are independent fields — concatenating them into one string is forbidden anywhere in the pipeline.
 
+Every interface that names a model takes the complete pair: the CLI, the HTTP API, and the SDK all reject half a reference instead of completing it. The provider is never inferred from the model id and has no default, because gateways resell vendor models under their upstream ids — a guessed group would send the entry's credential to a vendor nobody named. Where a model reference is optional at all (`penguin run` / `chat`, Session creation, Schedules), the choice is between the whole pair and nothing: omit both halves to take the Project's default model.
+
 ## The per-Project model table
 
 Each Project's available models are recorded in the hidden `.project_config.toml`, maintained via the CLI (`penguin config model add / default / list`, see [CLI Reference](/cli)) or the Web UI — never hand-edited. `ModelEntry` fields:
@@ -57,7 +59,10 @@ Built-in groups and their env-var fallbacks (catalog source: `packages/core/src/
 | --- | --- | --- |
 | deepseek | `DEEPSEEK_API_KEY` | Group of the default model |
 | openrouter | `OPENAI_API_KEY` | OpenAI-compatible gateway, preset base URL `https://openrouter.ai/api/v1` |
+| fireworks | `OPENAI_API_KEY` | Fireworks AI (OpenAI-compatible), preset base URL `https://api.fireworks.ai/inference/v1`; API model ids look like `accounts/fireworks/models/<slug>` |
 | siliconflow | `OPENAI_API_KEY` | OpenAI-compatible gateway, preset base URL `https://api.siliconflow.cn/v1` |
+| qwen-token-plan | `OPENAI_API_KEY` | Qwen Token Plan subscription gateway, preset base URL `https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1`; pricing from each model page's official list price (the preview model has only a quota-multiplier promo, no list price) |
+| qwen-pay-as-you-go | `OPENAI_API_KEY` | Qwen pay-as-you-go (DashScope's OpenAI-compatible endpoint), preset base URL `https://dashscope.aliyuncs.com/compatible-mode/v1`; resold third-party models keep vendor-prefixed ids (e.g. `kimi/kimi-k3`) |
 | google | `GEMINI_API_KEY` | |
 | anthropic | `ANTHROPIC_API_KEY` | |
 | openai | `OPENAI_API_KEY` | |
@@ -65,9 +70,9 @@ Built-in groups and their env-var fallbacks (catalog source: `packages/core/src/
 | moonshot | `MOONSHOT_API_KEY` | |
 | custom | `OPENAI_API_KEY` | Any OpenAI-protocol endpoint |
 
-The gateway groups (openrouter / siliconflow) go through AgentHub's OpenAI client, so with blank credentials they read `OPENAI_API_KEY` — not a gateway-specific variable.
+The gateway groups (openrouter / fireworks / siliconflow / qwen-token-plan / qwen-pay-as-you-go) go through AgentHub's OpenAI client, so with blank credentials they read `OPENAI_API_KEY` — not a gateway-specific variable.
 
-Some models in the preset catalog: deepseek-v4-pro / deepseek-v4-flash, gemini-3.1-pro-preview, claude-opus-4-8 / claude-sonnet-4-6, gpt-5.5, glm-5.2, kimi-k2.6 (not exhaustive).
+Some models in the preset catalog: deepseek-v4-pro / deepseek-v4-flash, gemini-3.1-pro-preview, claude-opus-4-8 / claude-sonnet-4-6, gpt-5.5, glm-5.2, kimi-k2.6, qwen3.8-max-preview (not exhaustive).
 
 ## Thinking levels
 
diff --git a/packages/docs/content/models.zh.md b/packages/docs/content/models.zh.md
index db2c46e..ef8eacc 100644
--- a/packages/docs/content/models.zh.md
+++ b/packages/docs/content/models.zh.md
@@ -11,6 +11,8 @@ description: 经 AgentHub 单一网关接入模型，以 (provider, model_id) 
 
 模型身份永远是 `(provider, model_id)` 成对表示：`provider` 是配置分组名，`model_id` 是原样发给上游的请求 id。二者是两个独立字段，任何环节都不允许拼接成一个字符串。
 
+所有涉及模型的接口都要求完整的二元组：CLI、HTTP API 与 SDK 都会拒绝半个引用，而不会替你补全。provider 绝不由模型 id 推断，也没有缺省值——网关会以上游 id 转售厂商模型，猜出来的分组会把该条目的凭据发往无人指定的厂商。凡是模型引用本身可省略之处（`penguin run` / `chat`、创建 Session、定时任务），可选的是整对：两半都省略即使用 Project 默认模型。
+
 ## Project 模型表
 
 每个 Project 的可用模型记录在隐藏文件 `.project_config.toml` 中，由 CLI(`penguin config model add / default / list`，见 [CLI 参考](/cli))或 Web 界面维护，不手工编辑。`ModelEntry` 字段：
@@ -57,7 +59,10 @@ api_key = "sk-..."
 | --- | --- | --- |
 | deepseek | `DEEPSEEK_API_KEY` | 默认模型所在分组 |
 | openrouter | `OPENAI_API_KEY` | OpenAI 兼容网关，预置 base URL `https://openrouter.ai/api/v1` |
+| fireworks | `OPENAI_API_KEY` | Fireworks AI(OpenAI 兼容)，预置 base URL `https://api.fireworks.ai/inference/v1`；API 模型 id 形如 `accounts/fireworks/models/<slug>` |
 | siliconflow | `OPENAI_API_KEY` | OpenAI 兼容网关，预置 base URL `https://api.siliconflow.cn/v1` |
+| qwen-token-plan | `OPENAI_API_KEY` | Qwen Token Plan 订阅网关，预置 base URL `https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1`；定价取各模型页官方牌价(预览模型仅配额倍率促销、无牌价) |
+| qwen-pay-as-you-go | `OPENAI_API_KEY` | Qwen 按量付费(DashScope OpenAI 兼容端)，预置 base URL `https://dashscope.aliyuncs.com/compatible-mode/v1`；转售第三方模型保留厂商前缀 id(如 `kimi/kimi-k3`) |
 | google | `GEMINI_API_KEY` | |
 | anthropic | `ANTHROPIC_API_KEY` | |
 | openai | `OPENAI_API_KEY` | |
@@ -65,9 +70,9 @@ api_key = "sk-..."
 | moonshot | `MOONSHOT_API_KEY` | |
 | custom | `OPENAI_API_KEY` | 任意 OpenAI 协议端点 |
 
-网关分组(openrouter / siliconflow)经 AgentHub 的 OpenAI 客户端请求，因此凭证留空时读取的是 `OPENAI_API_KEY`，而非网关自己的变量名。
+网关分组(openrouter / fireworks / siliconflow / qwen-token-plan / qwen-pay-as-you-go)经 AgentHub 的 OpenAI 客户端请求，因此凭证留空时读取的是 `OPENAI_API_KEY`，而非网关自己的变量名。
 
-预置目录中的部分模型：deepseek-v4-pro / deepseek-v4-flash、gemini-3.1-pro-preview、claude-opus-4-8 / claude-sonnet-4-6、gpt-5.5、glm-5.2、kimi-k2.6 等(非完整清单)。
+预置目录中的部分模型：deepseek-v4-pro / deepseek-v4-flash、gemini-3.1-pro-preview、claude-opus-4-8 / claude-sonnet-4-6、gpt-5.5、glm-5.2、kimi-k2.6、qwen3.8-max-preview 等(非完整清单)。
 
 ## 思考等级
 
diff --git a/packages/docs/content/omni-message.en.md b/packages/docs/content/omni-message.en.md
index b54265d..83d7194 100644
--- a/packages/docs/content/omni-message.en.md
+++ b/packages/docs/content/omni-message.en.md
@@ -54,15 +54,16 @@ On resume, the engine takes this Trace line as the runtime config — the model,
 
 ## model_msg: complete payloads
 
-Seven content payloads, discriminated by `payload.type`. Shared optional fields: `stop_reason` (marks an abnormal terminal state) and `signature` (a provider-fidelity field, see below):
+Seven content payloads, discriminated by `payload.type`. Shared optional fields: `stop_reason` (marks an abnormal terminal state) and `fidelity` (an opaque provider-fidelity payload, see below):
 
 ```ts
+type Fidelity = Record<string, unknown>;  // opaque provider-fidelity payload (see below)
+
 interface TextPayload {
   type: "text";
   role: "user" | "assistant";
   text: string;
-  phase?: string | null;      // segmentation marker (e.g. GPT-5 phases)
-  signature?: string;
+  fidelity?: Fidelity;        // e.g. { phase } segment marker (GPT-5), { signature }
   stop_reason?: StopReason;
 }
 
@@ -70,7 +71,7 @@ interface ThinkingPayload {
   type: "thinking";
   role: "assistant";
   thinking: string;
-  signature?: string;         // required by some models to replay history
+  fidelity?: Fidelity;        // required by some models to replay history
   stop_reason?: StopReason;
 }
 
@@ -79,7 +80,7 @@ interface InlineThinkingPayload {
   role: "assistant";
   data: string;               // reasoning content in binary form
   mime_type: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 
@@ -89,7 +90,7 @@ interface ToolCallPayload {
   name: string;
   arguments: string;          // arguments as a JSON string
   tool_call_id: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 
@@ -114,7 +115,7 @@ interface InlineDataPayload {
   role: "user" | "assistant";
   data: string;               // other binary content
   mime_type: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 ```
@@ -273,7 +274,20 @@ Errors never cross an interface boundary as exceptions — they *are* messages.
 
 ## Provider-fidelity fields
 
-Provider-specific fields such as `signature` and `phase` pass through and persist verbatim end to end — some models require them byte-for-byte when history is replayed, and any rewriting would break compatibility. This is one of the preconditions for lossless Session recovery from the Trace.
+Provider-specific wire data travels in a single optional field, `fidelity` — an arbitrary JSON object the LLM client records to reproduce the original message on replay: thinking signatures, `phase` segment labels, GPT-5 encrypted reasoning, the OpenAI-compatible upstream reasoning field name:
+
+```ts
+// Claude: a thinking block closed by its signature
+{ type: "thinking", thinking: "…", fidelity: { signature: "EqQBCkYIBxgCKkB…" } }
+
+// GPT-5: encrypted reasoning (empty thinking text, fidelity only)
+{ type: "thinking", thinking: "", fidelity: { id: "rs_0d3…", encrypted_content: "gAAAA…" } }
+
+// OpenAI-compatible: the upstream field the reasoning text came from
+{ type: "thinking", thinking: "…", fidelity: { reasoning_field: "reasoning_content" } }
+```
+
+The payload is opaque to PenguinHarness: it passes through and persists verbatim end to end — some models require it byte-for-byte when history is replayed, and any rewriting (or loss) would break compatibility. This is one of the preconditions for lossless Session recovery from the Trace.
 
 ## Three jobs, one protocol
 
diff --git a/packages/docs/content/omni-message.zh.md b/packages/docs/content/omni-message.zh.md
index 5f659c2..53e538b 100644
--- a/packages/docs/content/omni-message.zh.md
+++ b/packages/docs/content/omni-message.zh.md
@@ -54,15 +54,16 @@ interface ToolDefinition {
 
 ## model_msg：完整消息
 
-七种内容 payload，以 `payload.type` 判别。公共可选字段：`stop_reason`(非正常收尾时标注终态)与 `signature`(Provider 保真字段，见下文):
+七种内容 payload，以 `payload.type` 判别。公共可选字段：`stop_reason`(非正常收尾时标注终态)与 `fidelity`(不透明的 Provider 保真负载，见下文):
 
 ```ts
+type Fidelity = Record<string, unknown>;  // 不透明的 Provider 保真负载(见下文)
+
 interface TextPayload {
   type: "text";
   role: "user" | "assistant";
   text: string;
-  phase?: string | null;      // 分段标记(如 GPT-5 的 phase)
-  signature?: string;
+  fidelity?: Fidelity;        // 如 { phase } 分段标记(GPT-5)、{ signature }
   stop_reason?: StopReason;
 }
 
@@ -70,7 +71,7 @@ interface ThinkingPayload {
   type: "thinking";
   role: "assistant";
   thinking: string;
-  signature?: string;         // 部分模型历史回放所必需
+  fidelity?: Fidelity;        // 部分模型历史回放所必需
   stop_reason?: StopReason;
 }
 
@@ -79,7 +80,7 @@ interface InlineThinkingPayload {
   role: "assistant";
   data: string;               // 二进制形态的思考内容
   mime_type: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 
@@ -89,7 +90,7 @@ interface ToolCallPayload {
   name: string;
   arguments: string;          // 参数 JSON 字符串
   tool_call_id: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 
@@ -114,7 +115,7 @@ interface InlineDataPayload {
   role: "user" | "assistant";
   data: string;               // 其他二进制内容
   mime_type: string;
-  signature?: string;
+  fidelity?: Fidelity;
   stop_reason?: StopReason;
 }
 ```
@@ -272,7 +273,20 @@ type StopReason = "completed" | "failed" | "aborted" | "timeout" | "malformed";
 
 ## 保真字段
 
-`signature` 与 `phase` 等 Provider 专有字段在整条链路上原样透传、原样存储——部分模型在历史回放时要求逐字一致，任何转写都会破坏兼容性。这是 Trace 能够无损恢复 Session 的前提之一。
+Provider 专有的线上数据统一收拢在一个可选字段 `fidelity` 中——LLM 客户端为历史回放记录的任意 JSON 对象:思考签名、`phase` 分段标记、GPT-5 加密推理、OpenAI 兼容上游的推理字段名:
+
+```ts
+// Claude:由签名闭合的 thinking 块
+{ type: "thinking", thinking: "…", fidelity: { signature: "EqQBCkYIBxgCKkB…" } }
+
+// GPT-5:加密推理(thinking 文本为空,仅有 fidelity)
+{ type: "thinking", thinking: "", fidelity: { id: "rs_0d3…", encrypted_content: "gAAAA…" } }
+
+// OpenAI 兼容:思考内容来自上游哪个字段
+{ type: "thinking", thinking: "…", fidelity: { reasoning_field: "reasoning_content" } }
+```
+
+该负载对 PenguinHarness 完全不透明:在整条链路上原样透传、原样存储——部分模型在历史回放时要求逐字一致，任何转写或丢失都会破坏兼容性。这是 Trace 能够无损恢复 Session 的前提之一。
 
 ## 协议的三种职责
 
diff --git a/packages/docs/content/quickstart.en.md b/packages/docs/content/quickstart.en.md
index f5b6342..6df4b3c 100644
--- a/packages/docs/content/quickstart.en.md
+++ b/packages/docs/content/quickstart.en.md
@@ -8,7 +8,7 @@ description: Install PenguinHarness, configure a model, and run your first Task.
 One-liner for Linux / macOS:
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
 ```
 
 For other options (npm, from source), see [Installation](/installation).
@@ -18,10 +18,10 @@ For other options (npm, from source), see [Installation](/installation).
 PenguinHarness ships with no built-in model credentials, so configure a model first. Use the Models page in the Web UI, or the CLI:
 
 ```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
 ```
 
-- When `--provider` is omitted, the Provider is inferred from the built-in catalog.
+- A model is always referenced as a `(provider, model_id)` pair, so `--provider` and `--model-id` are both required — the Provider is never inferred from the model id. See [Models & Providers](/models) for the built-in groups.
 - The API key can also come from environment variables: when a model entry has no inline api_key, AgentHub (the LLM gateway library) reads variables such as `DEEPSEEK_API_KEY`, `ANTHROPIC_API_KEY`, `OPENAI_API_KEY`, and `GEMINI_API_KEY`. A `.env` file in the working directory is loaded automatically.
 
 ## Start the Web App
@@ -30,7 +30,7 @@ penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-defau
 penguin web
 ```
 
-The service runs at http://127.0.0.1:7364 and opens your browser (`--no-open` to skip). First login is `admin` / `admin123` — change it right away. `penguin server` starts the same process headless.
+The service runs at http://127.0.0.1:7364 and opens your browser (`--no-open` to skip). First login is `admin` / `penguin-2026` — change it right away. `penguin server` starts the same process headless.
 
 ## One-shot run
 
diff --git a/packages/docs/content/quickstart.zh.md b/packages/docs/content/quickstart.zh.md
index c5e28c8..39b0ddd 100644
--- a/packages/docs/content/quickstart.zh.md
+++ b/packages/docs/content/quickstart.zh.md
@@ -8,7 +8,7 @@ description: 安装 PenguinHarness、配置模型并运行第一个 Task。
 Linux / macOS 一键安装：
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
 ```
 
 其他方式（npm、源码）见[安装](/installation)。
@@ -18,10 +18,10 @@ curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/downl
 PenguinHarness 不内置任何模型凭据，使用前需要先配置一个模型。可以在 Web UI 的 Models 页面完成，也可以用 CLI：
 
 ```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-default
+penguin config model add --provider deepseek --model-id deepseek-v4-pro --api-key sk-... --set-default
 ```
 
-- 省略 `--provider` 时，根据内置目录自动推断 Provider。
+- 模型引用始终是 `(provider, model_id)` 二元组，因此 `--provider` 与 `--model-id` 均为必填——Provider 绝不由模型 id 推断。内置分组见[模型与 Provider](/models)。
 - API Key 也可以来自环境变量：当模型条目没有内联 api_key 时，LLM 网关库 AgentHub 会读取 `DEEPSEEK_API_KEY`、`ANTHROPIC_API_KEY`、`OPENAI_API_KEY`、`GEMINI_API_KEY` 等变量；工作目录下的 `.env` 会被自动加载。
 
 ## 启动 Web App
@@ -30,7 +30,7 @@ penguin config model add --model-id deepseek-v4-pro --api-key sk-... --set-defau
 penguin web
 ```
 
-服务运行在 http://127.0.0.1:7364 并自动打开浏览器（`--no-open` 跳过）。首次登录使用 `admin` / `admin123`，请立即修改密码。`penguin server` 启动同一进程的 headless 版本。
+服务运行在 http://127.0.0.1:7364 并自动打开浏览器（`--no-open` 跳过）。首次登录使用 `admin` / `penguin-2026`，请立即修改密码。`penguin server` 启动同一进程的 headless 版本。
 
 ## 单次运行
 
diff --git a/packages/docs/content/server-api.en.md b/packages/docs/content/server-api.en.md
index 7182536..485aa17 100644
--- a/packages/docs/content/server-api.en.md
+++ b/packages/docs/content/server-api.en.md
@@ -35,12 +35,12 @@ packages/server/src
 
 - Cookie session: `penguin_session` (HttpOnly, SameSite=Lax), valid for 7 days with sliding renewal;
 - Passwords are stored as scrypt hashes; the server keeps only the sha256 of the session token, never the plaintext;
-- No open registration: the built-in admin `admin` / `admin123` is seeded at startup, and all other accounts are created by an admin;
+- No open registration: the built-in admin `admin` / `penguin-2026` is seeded at startup, and all other accounts are created by an admin;
 - Same-origin only — no CORS middleware is enabled.
 
 ```bash
 curl -c cookies.txt -H "Content-Type: application/json" \
-  -d '{"userId":"admin","password":"admin123"}' \
+  -d '{"userId":"admin","password":"penguin-2026"}' \
   http://127.0.0.1:7364/api/auth/login
 ```
 
@@ -87,6 +87,8 @@ Member writes are owner-only.
 | PUT | /api/projects/:projectId/models | Full-table replace, keyed by `(provider, modelId)` |
 | POST | /api/projects/:projectId/models/test | Connectivity test: `{provider, modelId, …}` → `{ok, latencyMs?, message?}` |
 
+Every endpoint that names a model takes the complete `(provider, modelId)` pair. Nothing is inferred: a request carrying only one half is a 400, never a lookup. Where the reference itself is optional (Session creation, Schedules), omitting both halves selects the Project's default model.
+
 ### Agents
 
 The paths below omit the `/api/projects/:projectId` prefix.
@@ -110,7 +112,7 @@ The paths below omit the `/api/projects/:projectId` prefix.
 | GET / POST | /agents/:agentId/schedules | List scheduled tasks / create one (409 if the name exists) |
 | GET / PUT / DELETE | /agents/:agentId/schedules/:name | Read / update / delete a single task |
 
-Schedule writes are owner-only.
+Schedule writes are owner-only. A task in new-Session mode carries `modelId` and `provider` together or not at all; the pair is checked against the Project's model table when the task is saved and again when the scheduler reconciles it.
 
 ### Session Creation and Directory Browsing
 
@@ -120,7 +122,7 @@ Schedule writes are owner-only.
 | POST | /agents/:agentId/sessions | Create a Session: `{modelId?, provider?, workspace?, approvalMode?}` → 201 |
 | GET | /dirs?path= | Server-side directory browser (backs the Workspace picker) |
 
-On Session creation, the model defaults to the Project's default model, the Workspace defaults to an auto-created temporary directory, and the approval mode defaults to `allow-all`.
+On Session creation, `modelId` and `provider` are both-or-neither: send the complete pair to pick a model, or omit both to take the Project's default model — one without the other is a 400. The Workspace defaults to an auto-created temporary directory, and the approval mode defaults to `allow-all`.
 
 ### Usage and Traces (Agent Level)
 
@@ -147,7 +149,7 @@ The paths below omit the `/api/sessions/:sessionId` prefix. For the storage mode
 | POST | /abort | Interrupt the current Task: 202 when triggered, 204 when idle |
 | POST | /compact | Trigger context compaction: 202; 409 `nothing_to_compact` when there is nothing to compact |
 | GET | /files?path= | Browse the Workspace directory |
-| GET | /files/content?path=&download= | Read a Workspace file (`download=1` serves it as an attachment) |
+| GET | /files/content?path=&download=&preview= | Read a Workspace file (`download=1` serves it as an attachment, `preview=1` renders it in a sandbox — see below) |
 | POST | /files/stat | Batch existence check: `{paths}` |
 | PUT | /files/content?path= | Upload a file: `{dataBase64}`, capped at 14MB |
 | GET | /traces | List this Session's Trace files |
@@ -157,6 +159,16 @@ The paths below omit the `/api/sessions/:sessionId` prefix. For the storage mode
 
 General conventions: Sessions the user cannot access always return 404 — their existence is never leaked; only one Task or compaction runs per Session at a time, and conflicts return 409 (`task_in_progress` / `compacting`).
 
+Workspace files may be Agent-generated, so `GET /files/content` treats them as untrusted: every response carries `X-Content-Type-Options: nosniff`, and the rest of the headers depend on the two flags (`download=1` wins over `preview=1`):
+
+| Query | Content-Type | Content-Disposition | Content-Security-Policy |
+| --- | --- | --- | --- |
+| neither | `text/plain; charset=utf-8` for `.html` / `.htm` / `.svg`, the real type otherwise | `inline` | — |
+| `preview=1` | the real type (`text/html`, `image/svg+xml`, …) | `inline` | `sandbox allow-scripts allow-popups allow-modals allow-forms`, sent only for `.html` / `.htm` / `.svg` |
+| `download=1` | the real type | `attachment` | — |
+
+The filename always rides along as `filename*=UTF-8''` with percent-encoding. `preview=1` is what backs "open in a new tab": the document keeps its real type and does render and run, but the sandbox deliberately omits `allow-same-origin`, so it lands in an opaque origin and can reach neither this origin's cookies nor the API — while the request itself still authenticates, because a top-level GET sends the SameSite=Lax session cookie.
+
 Key request bodies (explicit keys):
 
 ```ts
diff --git a/packages/docs/content/server-api.zh.md b/packages/docs/content/server-api.zh.md
index 1982c0f..e091b5c 100644
--- a/packages/docs/content/server-api.zh.md
+++ b/packages/docs/content/server-api.zh.md
@@ -35,12 +35,12 @@ packages/server/src
 
 - Cookie 会话：`penguin_session`（HttpOnly、SameSite=Lax），有效期 7 天，滑动续期；
 - 密码以 scrypt 哈希存储；服务端只保存会话 Token 的 sha256，不落明文；
-- 不开放注册：启动时种子化内置管理员 `admin` / `admin123`，其余账号由管理员创建；
+- 不开放注册：启动时种子化内置管理员 `admin` / `penguin-2026`，其余账号由管理员创建；
 - 仅限同源访问，未启用 CORS 中间件。
 
 ```bash
 curl -c cookies.txt -H "Content-Type: application/json" \
-  -d '{"userId":"admin","password":"admin123"}' \
+  -d '{"userId":"admin","password":"penguin-2026"}' \
   http://127.0.0.1:7364/api/auth/login
 ```
 
@@ -87,6 +87,8 @@ curl -c cookies.txt -H "Content-Type: application/json" \
 | PUT | /api/projects/:projectId/models | 全表替换，条目以 `(provider, modelId)` 为键 |
 | POST | /api/projects/:projectId/models/test | 连通性测试：`{provider, modelId, …}` → `{ok, latencyMs?, message?}` |
 
+所有涉及模型的接口都要求完整的 `(provider, modelId)` 二元组，不做任何推断：只带一半的请求一律 400，绝不会退化为一次查找。模型引用本身可省略的场景（创建 Session、定时任务）省略的是整对，两半都不给即选用 Project 默认模型。
+
 ### Agent
 
 以下路径均省略前缀 `/api/projects/:projectId`。
@@ -110,7 +112,7 @@ curl -c cookies.txt -H "Content-Type: application/json" \
 | GET / POST | /agents/:agentId/schedules | 定时任务列表 / 创建（重名返回 409） |
 | GET / PUT / DELETE | /agents/:agentId/schedules/:name | 读取 / 更新 / 删除单个任务 |
 
-Schedule 写操作仅限 Owner。
+Schedule 写操作仅限 Owner。新建 Session 模式的任务，`modelId` 与 `provider` 要么成对给出、要么都不给；该二元组会在任务保存时以及调度器对账时对照 Project 模型表校验。
 
 ### Session 创建与目录浏览
 
@@ -120,7 +122,7 @@ Schedule 写操作仅限 Owner。
 | POST | /agents/:agentId/sessions | 创建 Session：`{modelId?, provider?, workspace?, approvalMode?}` → 201 |
 | GET | /dirs?path= | 服务器端目录浏览（Workspace 选择器数据源） |
 
-创建 Session 时，模型默认取 Project 默认模型，Workspace 默认自动创建临时目录，审批模式默认 `allow-all`。
+创建 Session 时，`modelId` 与 `provider` 要么成对给出、要么都不给：给出完整二元组即指定模型，两个都省略则取 Project 默认模型，只给一个返回 400。Workspace 默认自动创建临时目录，审批模式默认 `allow-all`。
 
 ### 用量与 Trace（Agent 级）
 
@@ -147,7 +149,7 @@ Schedule 写操作仅限 Owner。
 | POST | /abort | 中断当前 Task：已触发返回 202，无任务返回 204 |
 | POST | /compact | 触发上下文压缩：202；无可压缩内容返回 409 `nothing_to_compact` |
 | GET | /files?path= | 浏览 Workspace 目录 |
-| GET | /files/content?path=&download= | 读取 Workspace 文件（`download=1` 时作为附件下载） |
+| GET | /files/content?path=&download=&preview= | 读取 Workspace 文件（`download=1` 时作为附件下载，`preview=1` 以沙箱方式预览 —— 见下） |
 | POST | /files/stat | 批量存在性检查：`{paths}` |
 | PUT | /files/content?path= | 上传文件：`{dataBase64}`，上限 14MB |
 | GET | /traces | 本 Session 的 Trace 文件列表 |
@@ -157,6 +159,16 @@ Schedule 写操作仅限 Owner。
 
 通用约定：无权访问的 Session 一律返回 404，不泄露其存在性；每个 Session 同时只允许一个 Task 或压缩在运行，冲突时返回 409（`task_in_progress` / `compacting`）。
 
+Workspace 文件可能由 Agent 生成，`GET /files/content` 一律按不可信内容处理：所有响应都带 `X-Content-Type-Options: nosniff`，其余响应头取决于两个开关（`download=1` 优先于 `preview=1`）：
+
+| 查询参数 | Content-Type | Content-Disposition | Content-Security-Policy |
+| --- | --- | --- | --- |
+| 都不带 | `.html` / `.htm` / `.svg` 降级为 `text/plain; charset=utf-8`，其余为真实类型 | `inline` | 无 |
+| `preview=1` | 真实类型（`text/html`、`image/svg+xml` 等） | `inline` | `sandbox allow-scripts allow-popups allow-modals allow-forms`，仅对 `.html` / `.htm` / `.svg` 下发 |
+| `download=1` | 真实类型 | `attachment` | 无 |
+
+文件名始终以 `filename*=UTF-8''` 形式携带（百分号编码）。`preview=1` 支撑的是“在新标签页打开”：文档保留真实类型，可以正常渲染并执行脚本，但沙箱刻意不含 `allow-same-origin`，因此它落在一个不透明源里，既拿不到本源的 Cookie，也调不动 API；而请求本身仍然要鉴权 —— 顶层 GET 会带上 SameSite=Lax 的会话 Cookie。
+
 关键请求体（明确键名）：
 
 ```ts
diff --git a/packages/docs/content/sessions-and-traces.en.md b/packages/docs/content/sessions-and-traces.en.md
index a8fad63..9f1290f 100644
--- a/packages/docs/content/sessions-and-traces.en.md
+++ b/packages/docs/content/sessions-and-traces.en.md
@@ -81,7 +81,7 @@ Special case: if the latest Trace file ends with a completed compaction, that co
 
 ## Field fidelity
 
-Provider-specific fields (such as `signature` and `phase`) are preserved verbatim in the Trace and sent back verbatim — some models require them byte-for-byte on history replay, and any rewriting would break compatibility. This is one reason the Trace stores raw OmniMessage envelopes rather than a post-processed format.
+Each content message's opaque provider `fidelity` payload (thinking signatures, phase labels, encrypted reasoning, …) is preserved verbatim in the Trace and sent back verbatim — some models require it byte-for-byte on history replay, and any rewriting would break compatibility. This is one reason the Trace stores raw OmniMessage envelopes rather than a post-processed format.
 
 ## Observability
 
diff --git a/packages/docs/content/sessions-and-traces.zh.md b/packages/docs/content/sessions-and-traces.zh.md
index 8890185..955e489 100644
--- a/packages/docs/content/sessions-and-traces.zh.md
+++ b/packages/docs/content/sessions-and-traces.zh.md
@@ -81,7 +81,7 @@ Trace 是恢复的唯一事实来源，没有独立的会话数据库需要与
 
 ## 字段保真
 
-Provider 专有字段（如 `signature`、`phase`）在 Trace 中原样保存、原样回传——部分模型在历史回放时要求这些字段逐字一致，任何转写都会破坏兼容性。这也是 Trace 直接存储 OmniMessage 信封而非二次加工格式的原因之一。
+内容消息携带的不透明 Provider 保真负载 `fidelity`（思考签名、phase 分段标记、加密推理等）在 Trace 中原样保存、原样回传——部分模型在历史回放时要求该负载逐字一致，任何转写都会破坏兼容性。这也是 Trace 直接存储 OmniMessage 信封而非二次加工格式的原因之一。
 
 ## 可观测性
 
diff --git a/packages/docs/content/skills.en.md b/packages/docs/content/skills.en.md
index 517debf..68e5e57 100644
--- a/packages/docs/content/skills.en.md
+++ b/packages/docs/content/skills.en.md
@@ -58,16 +58,17 @@ The built-in Skills, by group (the group manifest is `SKILL_GROUPS` in `packages
 
 | Group | Skill | Purpose |
 | --- | --- | --- |
-| Agent Development | `agent-creation` | Turn a user requirement into a concrete agent: write the target agent's AGENTS.md and install the skills it needs |
+| Office Productivity | `data-analysis` | Complete data-analysis tasks with bounded evidence inspection, explicit answer-changing decisions, native artifact handling and final output verification |
+| | `firecrawl` | Web search and page scraping into clean markdown via the Firecrawl API |
+| Software Development | `web-design` | Penguin visual language for generated web pages and app UIs: design tokens, components, light/dark themes and chat layouts |
+| | `software-engineering` | Complete software-engineering tasks: investigate and review code, implement fixes, features and refactors with minimal scope, validate changes, and report verified outcomes |
+| AI App Development | `penguin-sdk` | Build AI and RAG apps on the SDK: the createSession/run streaming loop plus a complete retrieval recipe with chunk-revealing citations |
+| | `penguin-cli` | Manage model API keys, default models and per-agent Vault secrets with the penguin CLI |
+| | `agenthub-models` | Call model APIs through `@prismshadow/agenthub`: streaming text, image generation, speech synthesis and embeddings |
+| Agent Tuning | `agent-creation` | Turn a user requirement into a concrete agent: write the target agent's AGENTS.md and install the skills it needs |
 | | `benchmark-design` | Design and calibrate a multi-Case capability Benchmark with repeated independent evaluations and a traceable baseline |
 | | `agent-evaluation` | Run and score exactly one Benchmark Case run, with CLI execution, Trace provenance checks and private Rubric isolation |
 | | `agent-optimization` | Improve an Agent State from direct feedback or versioned multi-Case Benchmark scores and score-linked Traces |
-| Data Analysis | `data-analysis` | Complete data-analysis tasks with bounded evidence inspection, explicit answer-changing decisions, native artifact handling and final output verification |
-| Penguin Development | `penguin-sdk` | Build AI apps on the SDK (the createSession/run streaming loop) |
-| | `penguin-cli` | Manage model API keys, default models and per-agent Vault secrets with the penguin CLI |
-| | `agenthub-models` | Call model APIs through `@prismshadow/agenthub`: streaming text, image generation, speech synthesis and embeddings |
-| Web Development | `web-design` | Default visual language for generated web pages: minimal black-white-gray |
-| Software Engineering | `software-engineering` | Complete software-engineering tasks: investigate and review code, implement fixes, features and refactors with minimal scope, validate changes, and report verified outcomes |
 
 ## Writing and optimizing Skills
 
diff --git a/packages/docs/content/skills.zh.md b/packages/docs/content/skills.zh.md
index e630604..0c82aec 100644
--- a/packages/docs/content/skills.zh.md
+++ b/packages/docs/content/skills.zh.md
@@ -58,16 +58,17 @@ Skill 库以 npm 包 `@prismshadow/penguin-skills` 发布，tarball 直接携带
 
 | 分组 | Skill | 说明 |
 | --- | --- | --- |
-| Agent 开发 | `agent-creation` | 把用户需求变成具体的 Agent：撰写目标 Agent 的 AGENTS.md 并安装所需 Skill |
+| 办公效率 | `data-analysis` | 以有界的证据检查、显式的改答案决策、原生产物处理与最终输出校验完成数据分析任务 |
+| | `firecrawl` | 经 Firecrawl API 做网络搜索与页面抓取，产出干净的 Markdown |
+| 软件开发 | `web-design` | 生成网页与应用界面的 Penguin 视觉语言：设计令牌、组件配方、明暗主题与聊天布局 |
+| | `software-engineering` | 完成软件工程任务：调查与审查代码，以最小改动实现修复、特性与重构，验证改动并报告经过确认的结果 |
+| AI 应用开发 | `penguin-sdk` | 基于 SDK 构建 AI 与 RAG 应用：createSession/run 流式循环，外加带可溯源引用的完整检索配方 |
+| | `penguin-cli` | 用 penguin CLI 管理模型 API Key、默认模型与各 Agent 的 Vault 密钥 |
+| | `agenthub-models` | 经 `@prismshadow/agenthub` 调用模型 API：流式文本、图像生成、语音合成与 Embedding |
+| Agent 调优 | `agent-creation` | 把用户需求变成具体的 Agent：撰写目标 Agent 的 AGENTS.md 并安装所需 Skill |
 | | `benchmark-design` | 设计并校准多 Case 的能力评测 Benchmark，含重复独立评测与可追溯基线 |
 | | `agent-evaluation` | 隔离执行并评分单个 Benchmark Case:CLI 执行、Trace 溯源检查、Rubric 私有隔离 |
 | | `agent-optimization` | 依据直接反馈或带版本的多 Case Benchmark 分数与关联 Trace 改进 Agent State |
-| 数据分析 | `data-analysis` | 以有界的证据检查、显式的改答案决策、原生产物处理与最终输出校验完成数据分析任务 |
-| Penguin 开发 | `penguin-sdk` | 基于 SDK 构建 AI 应用(createSession/run 流式循环) |
-| | `penguin-cli` | 用 penguin CLI 管理模型 API Key、默认模型与各 Agent 的 Vault 密钥 |
-| | `agenthub-models` | 经 `@prismshadow/agenthub` 调用模型 API：流式文本、图像生成、语音合成与 Embedding |
-| 网页开发 | `web-design` | 生成网页的默认视觉规范：极简黑白灰 |
-| 软件工程 | `software-engineering` | 完成软件工程任务：调查与审查代码，以最小改动实现修复、特性与重构，验证改动并报告经过确认的结果 |
 
 ## 编写与优化
 
diff --git a/packages/docs/content/web-app.en.md b/packages/docs/content/web-app.en.md
index d402199..01f9572 100644
--- a/packages/docs/content/web-app.en.md
+++ b/packages/docs/content/web-app.en.md
@@ -23,7 +23,7 @@ penguin web
 # open http://127.0.0.1:7364
 ```
 
-The initial account is `admin` / `admin123`. There is no self-registration: accounts are created by an admin on the user-management page, and every new user automatically gets an independent initial Project named `<userId>-default_project`. While the initial password is still in use, a banner prompts the user to change it.
+The initial account is `admin` / `penguin-2026`. There is no self-registration: accounts are created by an admin on the user-management page, and every new user automatically gets an independent initial Project named `<userId>-default_project`. While the initial password is still in use, a banner prompts the user to change it.
 
 Logins persist for 7 days with sliding renewal; an admin password reset invalidates all of that user's login sessions.
 
diff --git a/packages/docs/content/web-app.zh.md b/packages/docs/content/web-app.zh.md
index b909439..989ace0 100644
--- a/packages/docs/content/web-app.zh.md
+++ b/packages/docs/content/web-app.zh.md
@@ -23,7 +23,7 @@ penguin web
 # 打开 http://127.0.0.1:7364
 ```
 
-初始账号为 `admin` / `admin123`。系统不开放自助注册：账号由管理员在用户管理页创建；每个新用户会自动获得一个独立的初始 Project，命名为 `<userId>-default_project`。仍在使用初始密码时，页面会以横幅提示尽快修改。
+初始账号为 `admin` / `penguin-2026`。系统不开放自助注册：账号由管理员在用户管理页创建；每个新用户会自动获得一个独立的初始 Project，命名为 `<userId>-default_project`。仍在使用初始密码时，页面会以横幅提示尽快修改。
 
 登录状态保持 7 天（滑动续期）；管理员重置密码会使该用户的全部登录会话失效。
 
diff --git a/packages/docs/src/components/nav.tsx b/packages/docs/src/components/nav.tsx
index 87545c9..976f819 100644
--- a/packages/docs/src/components/nav.tsx
+++ b/packages/docs/src/components/nav.tsx
@@ -1,16 +1,69 @@
 /**
- * Sticky top bar: logo + site name + "Docs" badge, then (right) a link back to the
- * main site, GitHub, language/theme toggles and — on small screens — the sidebar
- * toggle. The sidebar itself lives in the layout (router.tsx); this bar only flips
- * its open state.
+ * Sticky top bar, landing-parity: logo + site name + "Docs" badge, then the SAME
+ * link row as the landing page's nav (section anchors on the landing home, blog,
+ * docs) with the same sliding hover pill — so the two sites link into each other
+ * seamlessly. Section/blog links are plain anchors into the landing SPA one level
+ * up; "Docs" routes to this site's own root. The right side keeps the language
+ * and theme toggles, GitHub, and — on small screens — the sidebar toggle.
  */
+import { useRef } from "react";
+import type { MouseEvent } from "react";
+import { Link } from "react-router";
 import { S } from "../lib/strings";
 import { REPO_URL, SITE_URL } from "../lib/links";
 import { GitHubIcon, MenuIcon, XIcon } from "./icons";
 import { ThemeToggle } from "./theme-toggle";
 import { LangToggle } from "./lang-toggle";
 
+const SECTION_IDS = ["highlights", "quickstart", "benchmark", "contract", "features"] as const;
+
 export function Nav({ menuOpen, onToggleMenu }: { menuOpen: boolean; onToggleMenu: () => void }) {
+  const pillRef = useRef<HTMLSpanElement | null>(null);
+  const pillVisible = useRef(false);
+
+  const sectionLabel: Record<(typeof SECTION_IDS)[number], string> = {
+    highlights: S.nav.highlights,
+    quickstart: S.nav.quickstart,
+    benchmark: S.nav.benchmark,
+    contract: S.nav.contract,
+    features: S.nav.features,
+  };
+
+  const linkCls =
+    "relative z-10 rounded-md px-2.5 py-1.5 text-sm text-gray-600 transition-colors hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100";
+  // Landing-parity active style: on the docs site, the "Docs" link is the current page.
+  const activeLinkCls =
+    "relative z-10 rounded-md px-2.5 py-1.5 text-sm transition-colors bg-black text-white hover:bg-black hover:text-white dark:bg-black dark:text-white dark:ring-1 dark:ring-gray-600 dark:hover:bg-black dark:hover:text-white";
+
+  /**
+   * The hover pill appears IN PLACE under the first link it lands on (position
+   * jumps with only the fade animating), slides while moving between links, and
+   * fades out where it is on leave — never sweeping in from the nav's edge.
+   */
+  const slideTo = (e: MouseEvent<HTMLElement>) => {
+    const el = e.currentTarget;
+    const pill = pillRef.current;
+    if (!pill) return;
+    if (!pillVisible.current) {
+      pill.style.transitionProperty = "opacity";
+      pill.style.left = `${el.offsetLeft}px`;
+      pill.style.width = `${el.offsetWidth}px`;
+      void pill.offsetWidth; // flush the jump before restoring the full transition
+      pill.style.transitionProperty = "";
+      pillVisible.current = true;
+    } else {
+      pill.style.left = `${el.offsetLeft}px`;
+      pill.style.width = `${el.offsetWidth}px`;
+    }
+    pill.style.opacity = "1";
+  };
+
+  const hidePill = () => {
+    const pill = pillRef.current;
+    if (pill) pill.style.opacity = "0";
+    pillVisible.current = false;
+  };
+
   return (
     <header className="sticky top-0 z-40 border-b border-gray-200 bg-white/85 backdrop-blur dark:border-gray-800 dark:bg-gray-950/85">
       <div className="mx-auto flex h-14 max-w-7xl items-center gap-2 px-4 sm:px-6">
@@ -32,13 +85,32 @@ export function Nav({ menuOpen, onToggleMenu }: { menuOpen: boolean; onToggleMen
           </span>
         </a>
 
-        <div className="ml-auto flex items-center gap-1">
-          <a
-            href={SITE_URL}
-            className="hidden rounded-md px-2.5 py-1.5 text-sm text-gray-600 transition-colors hover:text-gray-900 sm:inline-block dark:text-gray-400 dark:hover:text-gray-100"
-          >
-            {S.nav.home}
+        <nav
+          className="relative ml-4 hidden items-center gap-0.5 md:flex"
+          aria-label="Primary"
+          onMouseLeave={hidePill}
+        >
+          {/* Sliding hover pill: appears in place, slides between links, fades out in place. */}
+          <span
+            ref={pillRef}
+            aria-hidden="true"
+            className="absolute top-1/2 h-8 -translate-y-1/2 rounded-md bg-gray-100 transition-[left,width,opacity] duration-200 ease-out dark:bg-gray-800"
+            style={{ left: 0, width: 0, opacity: 0 }}
+          />
+          {SECTION_IDS.map((id) => (
+            <a key={id} href={`${SITE_URL}#${id}`} className={linkCls} onMouseEnter={slideTo}>
+              {sectionLabel[id]}
+            </a>
+          ))}
+          <a href={`${SITE_URL}blog`} className={linkCls} onMouseEnter={slideTo}>
+            {S.nav.blog}
           </a>
+          <Link to="/" className={activeLinkCls} onMouseEnter={slideTo} aria-current="page">
+            {S.nav.docs}
+          </Link>
+        </nav>
+
+        <div className="ml-auto flex items-center gap-1">
           <LangToggle />
           <ThemeToggle />
           <a
diff --git a/packages/docs/src/lib/strings-en.ts b/packages/docs/src/lib/strings-en.ts
index 100bee4..071fdb6 100644
--- a/packages/docs/src/lib/strings-en.ts
+++ b/packages/docs/src/lib/strings-en.ts
@@ -6,7 +6,13 @@ export const en: Strings = {
   docsBadge: "Docs",
 
   nav: {
-    home: "Website",
+    highlights: "Highlights",
+    quickstart: "Quick start",
+    benchmark: "Benchmark",
+    contract: "CONTRACT.md",
+    features: "Features",
+    blog: "Blog",
+    docs: "Docs",
     github: "GitHub",
     openMenu: "Open navigation",
     closeMenu: "Close navigation",
diff --git a/packages/docs/src/lib/strings.ts b/packages/docs/src/lib/strings.ts
index 99ed19b..f3f7c92 100644
--- a/packages/docs/src/lib/strings.ts
+++ b/packages/docs/src/lib/strings.ts
@@ -10,7 +10,15 @@ export const zh = {
   docsBadge: "Docs",
 
   nav: {
-    home: "产品主页",
+    // Landing-parity labels: the top bar mirrors the landing page's nav exactly
+    // (same items, same order) so the two sites link into each other seamlessly.
+    highlights: "特色",
+    quickstart: "快速开始",
+    benchmark: "评测",
+    contract: "CONTRACT.md",
+    features: "功能",
+    blog: "博客",
+    docs: "文档",
     github: "GitHub",
     openMenu: "打开目录",
     closeMenu: "关闭目录",
diff --git a/packages/landing/content/blog/fireworks-credits-amd.en.md b/packages/landing/content/blog/fireworks-credits-amd.en.md
new file mode 100644
index 0000000..7e25153
--- /dev/null
+++ b/packages/landing/content/blog/fireworks-credits-amd.en.md
@@ -0,0 +1,84 @@
+---
+title: "Partnering with the AMD Developer Program: $50 in free Fireworks credits, wired into PenguinHarness"
+date: 2026-07-20
+category: news
+excerpt: We are delighted to partner with the AMD AI Developer Program to bring you free Fireworks coupon codes — apply for the $50 credits with this guide, then set them up in PenguinHarness in three steps.
+---
+
+We are delighted to partner with the **AMD AI Developer Program** to bring you free Fireworks redemption codes: join the program, pass the review, and you receive a Coupon Code redeemable for **$50 in Fireworks AI Credits**. PenguinHarness ships a built-in Fireworks AI gateway group — OpenAI protocol, preset base URL, five preset models — so the credits are usable the moment they land.
+
+> Page content, credit amounts, and expiration dates are subject to change. Please refer to the application page and approval email for the latest information.
+
+## Step 1: Join the AMD AI Developer Program
+
+Visit the official page: <https://developer.amd.com/ai-developer-program/>. In the **Join the AMD AI Developer Program** section:
+
+- No AMD ADP account yet: click **Create Account** and enter your personal information;
+- Already have one: click **Log In** and follow the on-screen instructions.
+
+![The AMD AI Developer Program join page](https://github.com/user-attachments/assets/47a3055b-9a95-40a1-80c6-e3bac7a9ac49)
+
+## Step 2: Request Cloud Credits under Member Perks
+
+After registering and signing in:
+
+1. Click **Member Perks** in the top navigation bar;
+2. Find **Cloud Credit Options**;
+3. Click **Request Cloud Credits** at the bottom of the page.
+
+![Cloud Credit Options under Member Perks](https://github.com/user-attachments/assets/773f8cf1-d72f-4aa3-83b8-f31fc7c9ed9e)
+
+## Step 3: Complete the application form
+
+Fill in the requested personal information:
+
+- Under **Product Needed**, select **Fireworks AI**;
+- In the **Profile** section, provide at least one public profile for account verification: LinkedIn, GitHub, a portfolio, a company or school profile, WeChat, WeCom, and similar all work.
+
+![Application form: select Fireworks AI under Product Needed](https://github.com/user-attachments/assets/12a49136-0956-4f29-9d47-f0e473615075)
+
+Complete the other required fields marked with `*`, double-check your email, identity, product selection, and profile link, then submit.
+
+## Step 4: Wait for the review
+
+AMD verifies your account and application, usually within **2–3 business days** — actual time varies with application volume, information completeness, and holidays.
+
+## Step 5: Receive and redeem the coupon code
+
+Once approved, AMD emails a unique **Coupon Code** redeemable for **$50 in Fireworks AI Credits** to your application address. Keep it secure — do not share it publicly, forward it, or commit it to a repository.
+
+![The Coupon Code in the approval email](https://github.com/user-attachments/assets/c53129c7-2c87-4510-a4e3-31f52598dc24)
+
+Redeem it and create an API key:
+
+1. Open <https://fireworks.ai/> and sign in;
+2. Click **Redeem Promo** and enter the Coupon Code from the email to redeem the $50 credits;
+3. Click **Create API Key** to generate your Fireworks API key.
+
+![Redeeming and creating an API key in the Fireworks console](https://github.com/user-attachments/assets/051a1e69-db7f-4867-b899-89981df15142)
+
+## Set it up in PenguinHarness
+
+With the API key in hand, three steps:
+
+**1. Install and launch**
+
+```bash
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # opens http://127.0.0.1:7364 (first login: admin / penguin-2026)
+```
+
+**2. Configure a Fireworks model**
+
+Open the Models page and find the **Fireworks AI** group, then use its bulk key button to paste the API key you just created. The group presets five models — GLM 5.2, Kimi K2.7 Code, DeepSeek V4 Pro, MiniMax M3, and DeepSeek V4 Flash — with base URLs and pricing pre-filled; set any of them as the default. You can also hit the group's speed-test button to measure real TTFT and TPS before choosing.
+
+**3. Start working**
+
+Head back to Chat and hand the Agent its first task — e.g. "Analyze data.csv and summarize quarterly sales".
+
+## References
+
+- [AMD AI Developer Program](https://developer.amd.com/ai-developer-program/)
+- [Official AMD Cloud Credits application video tutorial](https://www.youtube.com/watch?v=masSW53JkTY)
+- Application steps and screenshots are adapted from WhatGhost's guides ([中文](https://github.com/WhatGhost/whatghost_Notebooks/blob/main/other/AMD_AI_Developer_Program_Credits_%E7%94%B3%E8%AF%B7%E6%8C%87%E5%8D%97.md) / [English](https://github.com/WhatGhost/whatghost_Notebooks/blob/main/other/AMD_AI_Developer_Program_Credits_Application_Guide_EN.md)) — thanks to the original author
+- [PenguinHarness model configuration docs](https://penguin.ooo/docs/models)
diff --git a/packages/landing/content/blog/fireworks-credits-amd.zh.md b/packages/landing/content/blog/fireworks-credits-amd.zh.md
new file mode 100644
index 0000000..d62e454
--- /dev/null
+++ b/packages/landing/content/blog/fireworks-credits-amd.zh.md
@@ -0,0 +1,84 @@
+---
+title: 携手 AMD 开发者计划：免费领取 $50 Fireworks 额度，直连 PenguinHarness
+date: 2026-07-20
+category: news
+excerpt: 我们很高兴与 AMD AI Developer Program 合作，为大家带来 Fireworks 的免费兑换码——按本文申请 $50 Credits，再在 PenguinHarness 里三步用起来。
+---
+
+我们很高兴与 **AMD AI Developer Program**（AMD 开发者计划）合作，为大家带来 Fireworks 的免费兑换码：加入计划并通过审核，即可获得可兑换 **$50 Fireworks AI Credits** 的 Coupon Code。PenguinHarness 内置 Fireworks AI 网关分组——OpenAI 协议、预置 base URL 与五个模型，额度到手即刻可用。
+
+> 页面内容、Credits 金额与有效期可能调整，请以申请时的页面及审批邮件为准。
+
+## 第一步：加入 AMD AI Developer Program
+
+访问官方入口：<https://developer.amd.com/ai-developer-program/>，在 **Join the AMD AI Developer Program** 区域：
+
+- 没有 AMD ADP 账户：点击 **Create Account**，填写个人信息创建账户；
+- 已有账户：点击 **Log In**，按页面提示登录。
+
+![AMD AI Developer Program 加入页面](https://github.com/user-attachments/assets/47a3055b-9a95-40a1-80c6-e3bac7a9ac49)
+
+## 第二步：在 Member Perks 申请 Cloud Credits
+
+注册并登录后：
+
+1. 点击顶部导航栏中的 **Member Perks**；
+2. 找到 **Cloud Credit Options**；
+3. 点击底部的 **Request Cloud Credits**。
+
+![Member Perks 中的 Cloud Credit Options](https://github.com/user-attachments/assets/773f8cf1-d72f-4aa3-83b8-f31fc7c9ed9e)
+
+## 第三步：填写申请表
+
+进入申请表后填写个人信息：
+
+- **Product Needed** 处选择 **Fireworks AI**；
+- **Profile** 处提供至少一个公开资料用于账户验证：LinkedIn、GitHub、Portfolio、公司 / 学校主页、WeChat、WeCom 等均可。
+
+![申请表：Product Needed 选择 Fireworks AI](https://github.com/user-attachments/assets/12a49136-0956-4f29-9d47-f0e473615075)
+
+填完页面中其他带 `*` 的必填项，检查邮箱、身份、产品选项与公开资料链接无误后提交。
+
+## 第四步：等待审核
+
+AMD 会验证账户与申请资料，通常需要 **2–3 个工作日**；实际时间可能因申请量、资料完整度或节假日而变化。
+
+## 第五步：收到兑换码并兑换
+
+审核通过后，AMD 会向申请邮箱发送包含唯一 **Coupon Code** 的邮件，可兑换 **$50 Fireworks AI Credits**。请妥善保存，不要公开、转发或提交到代码仓库。
+
+![审批邮件中的 Coupon Code](https://github.com/user-attachments/assets/c53129c7-2c87-4510-a4e3-31f52598dc24)
+
+兑换与创建 API key：
+
+1. 打开 <https://fireworks.ai/> 并登录；
+2. 点击 **Redeem Promo**，输入邮件中的 Coupon Code，兑换 $50 Credits；
+3. 点击 **Create API Key**，生成 Fireworks API key。
+
+![在 Fireworks 控制台兑换并创建 API key](https://github.com/user-attachments/assets/051a1e69-db7f-4867-b899-89981df15142)
+
+## 在 PenguinHarness 中用起来
+
+拿到 API key 后，三步接入：
+
+**1. 安装并启动**
+
+```bash
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # 打开 http://127.0.0.1:7364（首次登录：admin / penguin-2026）
+```
+
+**2. 配置 Fireworks 模型**
+
+进入「模型仓库」页，找到 **Fireworks AI** 分组，点击「统一配置 key」粘贴刚创建的 API key。分组预置了五个模型——GLM 5.2、Kimi K2.7 Code、DeepSeek V4 Pro、MiniMax M3、DeepSeek V4 Flash——base URL 与价格已填好，任选一个设为默认即可；也可以点组头的「测速」，实测各模型的 TTFT 与 TPS 再决定。
+
+**3. 开始使用**
+
+回到对话页，把第一个任务交给 Agent——例如「分析 data.csv，输出各季度销售额汇总」。
+
+## 参考链接
+
+- [AMD AI Developer Program](https://developer.amd.com/ai-developer-program/)
+- [AMD 官方 Cloud Credits 申请视频演示](https://www.youtube.com/watch?v=masSW53JkTY)
+- 申请步骤与截图整理自 WhatGhost 的申请指南（[中文](https://github.com/WhatGhost/whatghost_Notebooks/blob/main/other/AMD_AI_Developer_Program_Credits_%E7%94%B3%E8%AF%B7%E6%8C%87%E5%8D%97.md) / [English](https://github.com/WhatGhost/whatghost_Notebooks/blob/main/other/AMD_AI_Developer_Program_Credits_Application_Guide_EN.md)），感谢原作者
+- [PenguinHarness 模型配置文档](https://penguin.ooo/docs/models)
diff --git a/packages/landing/content/blog/introducing-penguinharness.en.md b/packages/landing/content/blog/introducing-penguinharness.en.md
index 5816b8c..f516864 100644
--- a/packages/landing/content/blog/introducing-penguinharness.en.md
+++ b/packages/landing/content/blog/introducing-penguinharness.en.md
@@ -2,70 +2,114 @@
 title: "Introducing PenguinHarness: agents that build agents"
 date: 2026-07-17
 category: news
-excerpt: The first open-source harness with recursive self-improvement is here — lightweight, efficient and secure infrastructure covering everything from automatic agent construction to continuous self-evolution.
+excerpt: We proved agents can self-evolve in our GDPevo Benchmark — now we are bringing that capability to everyone. The first open-source harness with recursive self-improvement covers everything from one-sentence agent construction to continuous self-evolution.
 ---
 
-Today we are releasing **PenguinHarness** — an open-source harness built for constructing and evolving agents. Its purpose fits in one line:
+Today we are releasing **PenguinHarness** — an open-source harness built for constructing and evolving agents: a zero-code Harness CLI and Web UI, connected to 1000+ models. The story it tells fits in one line:
 
-> Efficient Self-Improving Harness for Everyone.
+> With LangChain, you build agents by hand — at 1× speed. With PenguinHarness, agents build agents — at 100×.
+
+## From GDPevo to PenguinHarness: why we built this
+
+Before PenguinHarness, our team published the [GDPevo Benchmark](https://prism-shadow.github.io/GDPevo/). In GDPevo we systematically verified one thing: **agents can self-evolve** — an Agent can score its own performance, find where the points were lost, rewrite its own prompts and Skills, and climb version after version.
+
+With the capability proven, the question became: how does everyone get to use it? Self-evolution should not stay a curve in a paper — it should be infrastructure that works out of the box on every developer's desk. **Bringing an efficient self-improving harness to everyone is why we built PenguinHarness** — and it is right there in the name: Efficient Self-Improving Harness for Everyone.
 
 ## Why PenguinHarness
 
-Over the past year the way agent applications are built has been converging fast: what really decides quality is not a heavyweight framework but a simple, reliable, observable harness. PenguinHarness is rebuilt from the ground up — no dependency on any agent framework, a fully open-source self-developed kernel — and it brings three things to the open-source world first:
+Three reasons, in deliberate order — from task quality, to how agents get built, to how they keep improving.
 
-- **Simplest Is the Best**: a deliberately minimal toolset over clean low-level interfaces — fewer tool calls, fewer Tokens, complex tasks done efficiently.
-- **Harness for Building Agents**: with the PenguinHarness SDK, an Agent builds complete Agent applications for you, autonomously, from scratch.
-- **Harness for Recursive Self-Improvement**: with PenguinHarness Skills, an Agent evaluates and optimizes itself, improving recursively over time.
+### 1. Better on complex tasks, at lower cost
 
-For the latter two, PenguinHarness is the first open-source implementation in the industry.
+A deliberately minimal toolset over clean low-level interfaces: fewer tool calls, fewer Tokens, deeply tuned for open models like DeepSeek. Each harness runs the model it is normally paired with — the comparison is between the products as people actually use them — head-to-head on two suites:
 
-## Same model, equal or better quality, lower cost
+![Benchmark: PenguinHarness leads the data-analysis suite and ties OpenAI Codex on coding, at a small fraction of both rivals' cost](/blog-assets/benchmark-light.svg)
 
-All runs use the same DeepSeek V4 Pro model, head-to-head against Claude Code and OpenAI Codex on two suites (per-run means below).
+Complex data analysis (15 tasks, single run; PenguinHarness and Codex at thinking xhigh, Claude Code at max):
 
-Complex data analysis (15 tasks, single run):
+| Framework      | Model           | Accuracy (%) | Tokens (M) | Cost ($) |
+| -------------- | --------------- | -----------: | ---------: | -------: |
+| PenguinHarness | DeepSeek V4 Pro |        66.67 |      18.04 |     0.55 |
+| Claude Code    | Claude Opus 4.8 |        53.33 |      22.20 |    38.48 |
+| OpenAI Codex   | GPT-5.5         |        53.33 |      13.72 |    19.41 |
 
-| Framework | Model | Accuracy (%) | Tokens (M) | Cost ($) |
-| --- | --- | ---: | ---: | ---: |
-| PenguinHarness | DeepSeek V4 Pro | 66.7 | 18.04 | 0.552 |
-| Claude Code | DeepSeek V4 Pro | 66.7 | 21.17 | 0.641 |
-| OpenAI Codex | DeepSeek V4 Pro | 46.7 | 13.36 | 0.427 |
+Coding tasks (40 tasks × 2 runs; accuracy is over all 80 outcomes):
 
-Coding tasks (40 tasks × 2 runs averaged, thinking high, 30 min per-case timeout, CNY pricing converted at $1 = ¥7):
+| Framework      | Model           | Accuracy (%) | Tokens (M) | Cost ($) |
+| -------------- | --------------- | -----------: | ---------: | -------: |
+| PenguinHarness | DeepSeek V4 Pro |        71.25 |     200.00 |     3.81 |
+| Claude Code    | Claude Opus 4.8 |        86.25 |     151.61 |   146.97 |
+| OpenAI Codex   | GPT-5.5         |        71.25 |     251.20 |   220.08 |
 
-| Framework | Model | Accuracy (%) | Tokens (M) | Cost ($) |
-| --- | --- | ---: | ---: | ---: |
-| PenguinHarness | DeepSeek V4 Pro | 50.00 | 2.10 | 0.041 |
-| Claude Code | DeepSeek V4 Pro | 48.75 | 2.00 | 0.048 |
-| OpenAI Codex | DeepSeek V4 Pro | 42.50 | 2.65 | 0.043 |
+Tokens and cost are suite totals, not per-run means. On data analysis we take the highest accuracy of the three — 66.67% against 53.33% for both — while spending 1/35 of what Codex spent and 1/70 of Claude Code's. On coding we tie Codex at 71.25% and trail Claude Code's 86.25%, but the whole suite cost us $3.81 against their $220.08 and $146.97: comparable work, one to two orders of magnitude apart on the bill.
 
-On the data-analysis suite PenguinHarness ties Claude Code on accuracy and clearly beats OpenAI Codex while using 14.8% fewer Tokens at 13.8% lower cost; on the coding suite it scores highest of the three at the lowest per-run cost.
+### 2. One sentence, and an Agent builds your Agent app
+
+Type one sentence, and an Agent builds the complete Agent application for you — scaffold, code, and run instructions, end to end:
+
+```text
+Collect the docs from https://github.com/ericbuess/claude-code-docs and build a RAG app that answers Claude Code questions as a configuration expert, citing its sources.
+```
+
+And this is the finished product — a docs expert with retrieval, cited sources that link to the original files, and example questions built in:
+
+![The generated RAG app: a Claude Code docs expert answering with cited, clickable sources and example questions](/blog-assets/rag-app-en-light.webp)
+
+**And generating this entire RAG app burned just $0.02 (¥0.2) of tokens — on DeepSeek V4 Pro.**
+
+### 3. Self-evolution: it gets stronger with use
+
+With PenguinHarness Skills, an Agent evaluates and optimizes itself: the Optimizer orchestrates multiple Evaluators to score in parallel, uses the scores and run traces to find where points were lost, and upgrades the Agent from version N to N+1 — with a snapshot before every round, and every request replayable in the Trace view. A self-evolution demo video is coming soon.
 
 ## Evolution within bounds, security first
 
-The biggest worry about self-improvement is losing control. PenguinHarness answers with a contract — CONTRACT.md:
+The biggest worry about self-evolution is losing control. PenguinHarness answers with a contract (CONTRACT.md):
 
-- Evolution is strictly confined to Workspace and Skills; the harness core security boundary is never modified.
-- Tool calls run only after approval, and every approval is audited.
-- Risky changes snapshot first — every step of evolution can be rolled back.
-- Fully open source and locally deployable: data never leaves your machine, meeting enterprise security requirements.
+- Evolution is strictly confined to Workspace and Skills — the harness core security boundary is never modified;
+- Tool calls require approval first, and every approval leaves an audit record;
+- Risky changes are preceded by version snapshots, so any round of evolution can be rolled back;
+- Fully open source and locally deployed — data never leaves your machine, meeting enterprise data-security requirements.
 
-## Get started now
+## Supported models
 
-Install with one command (Linux / macOS, x64 / arm64, bundled Node runtime):
+| Model            | Providers                                                                        |
+| ---------------- | -------------------------------------------------------------------------------- |
+| DeepSeek V4      | DeepSeek, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan                 |
+| Kimi K3          | Moonshot AI, OpenRouter, Qwen Pay-As-You-Go                                      |
+| GLM 5.2          | Z.AI, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan, Qwen Pay-As-You-Go |
+| Hunyuan 3        | OpenRouter                                                                       |
+| Qwen 3.8 Max     | Qwen Token Plan (preview)                                                        |
+| GPT 5.5          | OpenAI, OpenRouter                                                               |
+| Gemini 3.5 Flash | Google Gemini, OpenRouter                                                        |
+| Claude Opus 4.8  | Anthropic, OpenRouter                                                            |
+
+Any OpenAI-protocol endpoint is supported: pick a preset above, or point a custom endpoint at any of the 1000+ online and local models.
+
+## How to use it
+
+Install with one command (Linux / macOS, x64 / arm64, bundled Node runtime), then launch the Web UI:
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # opens http://127.0.0.1:7364 (first login: admin / penguin-2026)
 ```
 
-Configure a model (DeepSeek as an example), run your first task, or open the desktop-grade web interface with `penguin web`:
+Open the Models page, paste an API key under the DeepSeek or OpenRouter group and set it as default; then head back to Chat and hand the Agent its first task — e.g. "Analyze data.csv and summarize quarterly sales".
 
-```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-your-key --set-default
-penguin run --approve allow-all --message "Analyze data.csv and summarize quarterly sales"
-penguin web
-```
+## What's next
 
-PenguinHarness supports 1000+ online and local models and multi-agent collaborative evolution, and runs on as little as a single CPU. Through continuous evolution it makes complex AI development ever simpler — a more efficient, more reliable, lower-hallucination and lower-cost Agent productivity engine.
+- Public release of the benchmark suite;
+- A desktop app;
+- Windows support;
+- More to come.
 
-Follow us on [GitHub](https://github.com/Prism-Shadow/penguin-harness) and open your first issue.
+## Join the community and build with us
+
+A self-improving harness needs a community that improves with it. Come discuss, request, and contribute — your first Issue is the best way to start:
+
+- [Discord](https://discord.gg/eFHKqqcU3D): chat with us and other developers in real time;
+- [X (Twitter)](https://x.com/code_hiyouga): follow the latest updates;
+- [WeChat group](https://github.com/Prism-Shadow/penguin-harness-community/blob/main/wechat/group.jpg): Chinese community discussions;
+- [GitHub](https://github.com/Prism-Shadow/penguin-harness): stars, Issues, and PRs all welcome.
+
+Self-evolving agent infrastructure, for everyone — starting today.
diff --git a/packages/landing/content/blog/introducing-penguinharness.zh.md b/packages/landing/content/blog/introducing-penguinharness.zh.md
index 6b34c4d..22864bf 100644
--- a/packages/landing/content/blog/introducing-penguinharness.zh.md
+++ b/packages/landing/content/blog/introducing-penguinharness.zh.md
@@ -2,44 +2,64 @@
 title: PenguinHarness 正式发布：让 Agent 为你构建 Agent
 date: 2026-07-17
 category: news
-excerpt: 首个支持递归自我进化的开源 Harness 正式发布——以轻量、高效、安全的方式，提供从 Agent 自动构建到持续自我进化的完整基础设施。
+excerpt: 我们在 GDPevo Benchmark 中验证了 Agent 自我进化的能力，现在把它带给所有人——首个支持递归自我进化的开源 Harness 正式发布，从一句话构建 Agent 到持续自我进化，一套基础设施全部覆盖。
 ---
 
-今天，我们正式发布 **PenguinHarness**——一个为构建与进化 Agent 而生的开源 Harness。它的主旨只有一句话：
+今天，我们正式发布 **PenguinHarness**——一个为构建与进化 Agent 而生的开源 Harness：零代码的 Harness CLI 与 Web UI，连接 1000+ 模型。它要讲的故事只有一句话：
 
-> Efficient Self-Improving Harness for Everyone.
+> 使用 LangChain，以 1 倍速度人工构建 Agent；使用 PenguinHarness，以 100 倍速度用 Agent 构建 Agent。
+
+## 从 GDPevo 到 PenguinHarness：我们的初心
+
+在 PenguinHarness 之前，我们团队发布了 [GDPevo Benchmark](https://prism-shadow.github.io/GDPevo/)。在 GDPevo 中，我们系统性地验证了一件事：**Agent 可以自我进化**——让 Agent 评估自己的表现、定位失分原因、改写自己的提示词与技能，分数随版本一路上升。
+
+能力验证了，问题就变成了：怎么让每个人都用上它？自我进化不该只是论文里的曲线，而应该是每个开发者桌面上开箱即用的基础设施。**让每个人都能使用 Efficient Self-Improving Harness，这就是我们构建 PenguinHarness 的初心**——它也因此得名：Efficient Self-Improving Harness for Everyone.
 
 ## 为什么是 PenguinHarness
 
-过去一年里，Agent 应用的开发范式在快速收敛：真正决定效果的不是庞大的框架，而是一个简洁、可靠、可观测的 Harness。PenguinHarness 从底层重构，不依赖任何 Agent 框架，开源自研 Harness 内核，并率先把三件事带入开源世界：
+三个递进的理由——从任务效果，到构建方式，再到进化能力。
 
-- **Simplest Is the Best**：坚持最小化工具集与简洁的底层接口，以更少的工具调用与 Token 消耗，高效完成复杂任务。
-- **Harness for Building Agents**：通过 PenguinHarness SDK，让 Agent 从零自主完成 Agent 应用的构建。
-- **Harness for Recursive Self-Improvement**：通过 PenguinHarness Skills，Agent 以自我评估与自我优化实现递归式自我提升。
+### 1. 复杂任务表现更好，成本更低
 
-后两项能力，PenguinHarness 是业内首个开源实现。
+刻意精简的工具集配合干净的底层接口：更少的工具调用、更少的 Token，对 DeepSeek 等开放模型深度适配。每个产品搭配它常用的模型——比的是大家实际会怎么用——在两套题库上正面对比：
 
-## 同一模型，同级效果，更低消耗
+![Benchmark：PenguinHarness 在数据分析题库准确率最高、编程题库与 OpenAI Codex 持平，成本仅为两者的零头](/blog-assets/benchmark-light.svg)
 
-全部使用同一 DeepSeek V4 Pro 模型，与 Claude Code、OpenAI Codex 在两套题库上正面对比（表中为单次运行均值）。
+复杂数据分析（15 题，单次运行；PenguinHarness 与 Codex 为 thinking xhigh，Claude Code 为 max）：
 
-复杂数据分析（15 题，单次运行）：
+| 实验框架       | 模型名称        | 准确率（%） | Token 用量（M） | 成本（$） |
+| -------------- | --------------- | ----------: | --------------: | --------: |
+| PenguinHarness | DeepSeek V4 Pro |       66.67 |           18.04 |      0.55 |
+| Claude Code    | Claude Opus 4.8 |       53.33 |           22.20 |     38.48 |
+| OpenAI Codex   | GPT-5.5         |       53.33 |           13.72 |     19.41 |
 
-| 实验框架 | 模型名称 | 准确率（%） | Token 用量（M） | 成本（$） |
-| --- | --- | ---: | ---: | ---: |
-| PenguinHarness | DeepSeek V4 Pro | 66.7 | 18.04 | 0.552 |
-| Claude Code | DeepSeek V4 Pro | 66.7 | 21.17 | 0.641 |
-| OpenAI Codex | DeepSeek V4 Pro | 46.7 | 13.36 | 0.427 |
+代码任务（40 题 × 2 次运行，准确率取全部 80 次结果）：
 
-代码任务（40 题 × 2 runs 取均值，thinking high、单题 30 分钟超时，人民币计价按 $1 = ¥7 折算）：
+| 实验框架       | 模型名称        | 准确率（%） | Token 用量（M） | 成本（$） |
+| -------------- | --------------- | ----------: | --------------: | --------: |
+| PenguinHarness | DeepSeek V4 Pro |       71.25 |          200.00 |      3.81 |
+| Claude Code    | Claude Opus 4.8 |       86.25 |          151.61 |    146.97 |
+| OpenAI Codex   | GPT-5.5         |       71.25 |          251.20 |    220.08 |
 
-| 实验框架 | 模型名称 | 准确率（%） | Token 用量（M） | 成本（$） |
-| --- | --- | ---: | ---: | ---: |
-| PenguinHarness | DeepSeek V4 Pro | 50.00 | 2.10 | 0.041 |
-| Claude Code | DeepSeek V4 Pro | 48.75 | 2.00 | 0.048 |
-| OpenAI Codex | DeepSeek V4 Pro | 42.50 | 2.65 | 0.043 |
+Token 与成本均为全套题目合计，不是单次均值。数据分析套件我们准确率最高——66.67% 对另两者的 53.33%——花的钱是 Codex 的 1/35、Claude Code 的 1/70；代码套件与 Codex 同为 71.25%、低于 Claude Code 的 86.25%，但整套题目只花了 $3.81，对方分别是 $220.08 与 $146.97：活干得差不多，账单差出一到两个数量级。
 
-数据分析套件与 Claude Code 准确率持平、显著超过 OpenAI Codex，同时 Token 消耗少 14.8%、成本低 13.8%；代码套件三者中准确率最高、单次成本最低。
+### 2. 一句话，让 Agent 构建 Agent 应用
+
+输入一句话，Agent 为你构建完整的 Agent 应用——脚手架、代码、运行说明，一步到位：
+
+```text
+收集 https://github.com/ericbuess/claude-code-docs 的文档，做一个化身 Claude Code 配置专家、回答带来源引用的 RAG 问答应用。
+```
+
+这是做出来的成品——一个文档专家：检索增强、引用可点击直达原文、内置示例问题：
+
+![生成的 RAG 应用成品：Claude Code 配置专家，回答带可点击的来源引用与示例问题](/blog-assets/rag-app-zh-light.webp)
+
+**而生成整个 RAG 应用，仅消耗了 0.2 元（$0.02）的 token——使用 DeepSeek V4 Pro 模型。**
+
+### 3. 自进化，越用越强
+
+借助 PenguinHarness 技能库，Agent 自己评估、自己优化：Optimizer 组织多个 Evaluator 并行打分，依据分数与运行轨迹定位失分原因，把 Agent 从版本 N 优化到版本 N+1——每轮之前自动快照，每个请求都可在轨迹观测中回放。自进化演示视频即将上线。
 
 ## 进化有界，安全先行
 
@@ -50,22 +70,46 @@ excerpt: 首个支持递归自我进化的开源 Harness 正式发布——以
 - 风险修改之前先留版本快照，任何一次进化都可回退；
 - 完全开源、本地部署，数据不出域，满足企业级数据安全。
 
-## 现在就可以开始
+## 支持的模型
 
-一行命令安装（Linux / macOS，x64 / arm64，内嵌 Node 运行时）：
+| 模型             | 可用供应商                                                                       |
+| ---------------- | -------------------------------------------------------------------------------- |
+| DeepSeek V4      | DeepSeek, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan                 |
+| Kimi K3          | Moonshot AI, OpenRouter, Qwen Pay-As-You-Go                                      |
+| GLM 5.2          | Z.AI, OpenRouter, Fireworks AI, SiliconFlow, Qwen Token Plan, Qwen Pay-As-You-Go |
+| Hunyuan 3        | OpenRouter                                                                       |
+| Qwen 3.8 Max     | Qwen Token Plan（预览）                                                          |
+| GPT 5.5          | OpenAI, OpenRouter                                                               |
+| Gemini 3.5 Flash | Google Gemini, OpenRouter                                                        |
+| Claude Opus 4.8  | Anthropic, OpenRouter                                                            |
+
+只要是 OpenAI 协议的端点都可以接入：从上表选择预置，或用自定义端点连接 1000+ 在线与本地模型。
+
+## 如何使用
+
+一行命令安装（Linux / macOS，x64 / arm64，内嵌 Node 运行时），然后启动 Web 界面：
 
 ```bash
-curl -fsSL https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh | sh
+curl -fsSL https://penguin.ooo/install.sh | sh
+penguin web        # 打开 http://127.0.0.1:7364（首次登录：admin / penguin-2026）
 ```
 
-配置模型（以 DeepSeek 为例）后即可运行第一个任务，或用 `penguin web` 打开桌面级 Web 界面：
+进入「模型仓库」页，在 DeepSeek 或 OpenRouter 分组里粘贴 API key 并设为默认；回到对话页，把第一个任务交给 Agent——例如「分析 data.csv，输出各季度销售额汇总」。
 
-```bash
-penguin config model add --model-id deepseek-v4-pro --api-key sk-your-key --set-default
-penguin run --approve allow-all --message "分析 data.csv，输出各季度销售额汇总"
-penguin web
-```
+## 发展计划
 
-PenguinHarness 支持 1000 多种在线与本地模型、多智能体协作进化，最低单 CPU 即可运行。通过不断进化，它会让复杂的 AI 开发越来越简单——为你提供更高效、更可靠、更低幻觉、更低成本的 Agent 生产力引擎。
+- Benchmark 套件正式发布；
+- 推出桌面端（Desktop）应用；
+- 支持 Windows 系统；
+- 更多规划，敬请期待。
 
-欢迎在 [GitHub](https://github.com/Prism-Shadow/penguin-harness) 上关注我们，提出你的第一个 Issue。
+## 加入社区，一起共建
+
+自我进化的 Harness，也需要一个不断进化的社区。欢迎加入讨论、提出需求、贡献代码——你的第一个 Issue 就是最好的开始：
+
+- [Discord](https://discord.gg/eFHKqqcU3D)：与我们和其他开发者实时交流；
+- [X（Twitter）](https://x.com/code_hiyouga)：关注最新动态；
+- [微信群](https://github.com/Prism-Shadow/penguin-harness-community/blob/main/wechat/group.jpg)：中文社区讨论；
+- [GitHub](https://github.com/Prism-Shadow/penguin-harness)：Star、Issue 与 PR 都欢迎。
+
+让每个人都用上会自我进化的 Agent 基础设施——从今天开始。
diff --git a/packages/landing/public/blog-assets/benchmark-light.svg b/packages/landing/public/blog-assets/benchmark-light.svg
new file mode 100644
index 0000000..31c480c
--- /dev/null
+++ b/packages/landing/public/blog-assets/benchmark-light.svg
@@ -0,0 +1,48 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 920 368" width="920" height="368" role="img" aria-label="Benchmark: PenguinHarness vs Claude Code vs OpenAI Codex on two suites — comparable accuracy at a small fraction of the cost">
+<text x="148" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Accuracy · suite total · higher is better</text>
+<text x="596" y="36" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Total cost (USD) · lower is better</text>
+<text x="24" y="68" font-size="13" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Data analysis — 15 tasks, single run</text>
+<rect x="147" y="78" width="1" height="92" fill="#c3c2b7"/>
+<text x="136" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 82 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#2a78d6"/>
+<text x="337" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">66.67%</text>
+<text x="136" y="124.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 112 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#898781"/>
+<text x="301.7841607919604" y="124.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<text x="136" y="154.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 142 h136.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-136.8 z" fill="#898781"/>
+<text x="301.7841607919604" y="154.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">53.33%</text>
+<rect x="595" y="78" width="1" height="92" fill="#c3c2b7"/>
+<text x="584" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 82 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#2a78d6"/>
+<text x="623" y="94.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$0.55</text>
+<text x="584" y="124.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 112 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="785" y="124.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$38.48</text>
+<text x="584" y="154.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 142 h84.8 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-84.8 z" fill="#898781"/>
+<text x="697.7945961503353" y="154.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$19.41</text>
+<text x="24" y="210" font-size="13" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Coding — 40 tasks × 2 runs</text>
+<rect x="147" y="220" width="1" height="92" fill="#c3c2b7"/>
+<text x="136" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M149 224 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#2a78d6"/>
+<text x="306.3913043478261" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<text x="136" y="266.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M149 254 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="337" y="266.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">86.25%</text>
+<text x="136" y="296.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M149 284 h141.4 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-141.4 z" fill="#898781"/>
+<text x="306.3913043478261" y="296.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">71.25%</text>
+<rect x="595" y="220" width="1" height="92" fill="#c3c2b7"/>
+<text x="584" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">PenguinHarness</text>
+<path d="M597 224 h10.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-10.0 z" fill="#2a78d6"/>
+<text x="623" y="236.5" font-size="12" font-weight="600" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$3.81</text>
+<text x="584" y="266.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Claude Code</text>
+<path d="M597 254 h113.5 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-113.5 z" fill="#898781"/>
+<text x="726.5332606324973" y="266.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$146.97</text>
+<text x="584" y="296.5" font-size="12" font-weight="400" fill="#52514e" text-anchor="end" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex</text>
+<path d="M597 284 h172.0 a4 4 0 0 1 4 4 v8 a4 4 0 0 1 -4 4 h-172.0 z" fill="#898781"/>
+<text x="785" y="296.5" font-size="12" font-weight="400" fill="#1f2328" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">$220.08</text>
+<text x="24" y="338" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">Each harness runs the model it is normally paired with: PenguinHarness on DeepSeek V4 Pro, Claude Code on Claude Opus 4.8,</text>
+<text x="24" y="356" font-size="12" font-weight="400" fill="#898781" text-anchor="start" font-family="system-ui, -apple-system, 'Segoe UI', sans-serif">OpenAI Codex on GPT-5.5. Accuracy, Tokens and cost are suite totals at official pricing.</text>
+</svg>
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zB?orj?lfYczD#x!In-Q)TxSfRvTs7J=vMxk#n*qPn<<Rz9HillhREKMPAJez-2l`}
zi4kZuHcpD~`<c3!i8~O5I8}|dUh00sd^IS6l124TMWuxsbM0|ad3UVUS%z$**sr!V
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HcmV?d00001

diff --git a/packages/landing/public/install.sh b/packages/landing/public/install.sh
new file mode 100644
index 0000000..b2348fc
--- /dev/null
+++ b/packages/landing/public/install.sh
@@ -0,0 +1,21 @@
+#!/bin/sh
+# https://penguin.ooo/install.sh - PenguinHarness installer entry point.
+#
+# GitHub Pages cannot serve HTTP redirects, so this thin forwarder IS the
+# stable install URL: it fetches the real installer attached to the latest
+# GitHub release and runs it, forwarding every argument it was given. Usage:
+#
+#   curl -fsSL https://penguin.ooo/install.sh | sh
+#   curl -fsSL https://penguin.ooo/install.sh | sh -s -- --universal
+#
+set -eu
+# Download to a file first, then run it: piping straight into `sh` would execute
+# a truncated download line by line, and the real installer removes the old
+# bin/lib/web/node before moving the new ones in — a cut connection mid-way
+# would leave no install at all.
+TMP="$(mktemp)"
+trap 'rm -f "$TMP"' EXIT
+curl -fsSL "https://github.com/Prism-Shadow/penguin-harness/releases/latest/download/install.sh" -o "$TMP"
+rc=0
+sh "$TMP" "$@" || rc=$?
+exit "$rc"
diff --git a/packages/landing/scripts/capture-game-mockup.mjs b/packages/landing/scripts/capture-game-mockup.mjs
new file mode 100644
index 0000000..541d5bd
--- /dev/null
+++ b/packages/landing/scripts/capture-game-mockup.mjs
@@ -0,0 +1,62 @@
+/**
+ * Render the landing Cases tab's "penguin sled game" finished-product shot.
+ *
+ * Same pattern as capture-readme-demo.mjs: penguin-game-mockup.html is a static,
+ * dependency-free mockup of the example game's play screen, captured per language
+ * (zh / en) and theme (light = polar day / dark = polar night) into
+ * packages/landing/src/assets as game-<lang>-<theme>.webp.
+ *
+ * Prereqs: Playwright's chromium only (no server, no build). Run:
+ * `node scripts/capture-game-mockup.mjs [--png-dir <dir>]`.
+ */
+import { mkdirSync, writeFileSync } from "node:fs";
+import path from "node:path";
+import { fileURLToPath, pathToFileURL } from "node:url";
+import { chromium } from "@playwright/test";
+
+const HERE = path.dirname(fileURLToPath(import.meta.url));
+const OUT_DIR = path.resolve(HERE, "../src/assets");
+const PAGE = pathToFileURL(path.join(HERE, "penguin-game-mockup.html")).href;
+
+const pngDirArg = process.argv.indexOf("--png-dir");
+const PNG_DIR = pngDirArg >= 0 ? process.argv[pngDirArg + 1] : null;
+
+mkdirSync(OUT_DIR, { recursive: true });
+if (PNG_DIR) mkdirSync(PNG_DIR, { recursive: true });
+
+const browser = await chromium.launch();
+const encoderPage = await browser.newPage();
+async function saveWebp(pngBuffer, fileName) {
+  const dataUrl = await encoderPage.evaluate(async (b64) => {
+    const img = new Image();
+    img.src = `data:image/png;base64,${b64}`;
+    await img.decode();
+    const canvas = document.createElement("canvas");
+    canvas.width = img.width;
+    canvas.height = img.height;
+    canvas.getContext("2d").drawImage(img, 0, 0);
+    return canvas.toDataURL("image/webp", 0.9);
+  }, pngBuffer.toString("base64"));
+  writeFileSync(path.join(OUT_DIR, fileName), Buffer.from(dataUrl.split(",")[1], "base64"));
+  console.log(`[game] ${fileName}`);
+}
+
+for (const lang of ["en", "zh"]) {
+  for (const theme of ["light", "dark"]) {
+    const context = await browser.newContext({
+      viewport: { width: 1280, height: 760 },
+      deviceScaleFactor: 1.5,
+      locale: lang === "zh" ? "zh-CN" : "en-US",
+    });
+    const page = await context.newPage();
+    await page.goto(`${PAGE}?lang=${lang}&theme=${theme}`);
+    await page.waitForTimeout(300);
+    const png = await page.screenshot();
+    if (PNG_DIR) writeFileSync(path.join(PNG_DIR, `game-${lang}-${theme}.png`), png);
+    await saveWebp(png, `game-${lang}-${theme}.webp`);
+    await context.close();
+  }
+}
+
+await browser.close();
+console.log("[game] done");
diff --git a/packages/landing/scripts/capture-readme-demo.mjs b/packages/landing/scripts/capture-readme-demo.mjs
new file mode 100644
index 0000000..859017e
--- /dev/null
+++ b/packages/landing/scripts/capture-readme-demo.mjs
@@ -0,0 +1,65 @@
+/**
+ * Render the README "build an Agent app in one sentence" finished-product shot.
+ *
+ * The image shows the RESULT of the example — a Claude Code docs-expert RAG app —
+ * rather than the build conversation: rag-app-mockup.html is a static, dependency-free
+ * mockup of the generated app's UI (per the web-design skill's Penguin visual language),
+ * captured per language (zh / en) and theme (light / dark) into assets/readme/ at the
+ * repo root as rag-app-<lang>-<theme>.webp (README.md uses en, README.zh.md uses zh).
+ *
+ * Prereqs: Playwright's chromium only (no server, no build). Run:
+ * `node scripts/capture-readme-demo.mjs [--png-dir <dir>]` (--png-dir also saves
+ * lossless PNG copies, handy for reviewing the shots).
+ */
+import { mkdirSync, writeFileSync } from "node:fs";
+import path from "node:path";
+import { fileURLToPath, pathToFileURL } from "node:url";
+import { chromium } from "@playwright/test";
+
+const HERE = path.dirname(fileURLToPath(import.meta.url));
+const ROOT = path.resolve(HERE, "../../..");
+const OUT_DIR = path.resolve(ROOT, "assets/readme");
+const PAGE = pathToFileURL(path.join(HERE, "rag-app-mockup.html")).href;
+
+const pngDirArg = process.argv.indexOf("--png-dir");
+const PNG_DIR = pngDirArg >= 0 ? process.argv[pngDirArg + 1] : null;
+
+mkdirSync(OUT_DIR, { recursive: true });
+if (PNG_DIR) mkdirSync(PNG_DIR, { recursive: true });
+
+const browser = await chromium.launch();
+const encoderPage = await browser.newPage();
+async function saveWebp(pngBuffer, fileName) {
+  const dataUrl = await encoderPage.evaluate(async (b64) => {
+    const img = new Image();
+    img.src = `data:image/png;base64,${b64}`;
+    await img.decode();
+    const canvas = document.createElement("canvas");
+    canvas.width = img.width;
+    canvas.height = img.height;
+    canvas.getContext("2d").drawImage(img, 0, 0);
+    return canvas.toDataURL("image/webp", 0.9);
+  }, pngBuffer.toString("base64"));
+  writeFileSync(path.join(OUT_DIR, fileName), Buffer.from(dataUrl.split(",")[1], "base64"));
+  console.log(`[demo] ${fileName}`);
+}
+
+for (const lang of ["en", "zh"]) {
+  for (const theme of ["light", "dark"]) {
+    const context = await browser.newContext({
+      viewport: { width: 1280, height: 760 },
+      deviceScaleFactor: 1.5,
+      locale: lang === "zh" ? "zh-CN" : "en-US",
+    });
+    const page = await context.newPage();
+    await page.goto(`${PAGE}?lang=${lang}&theme=${theme}`);
+    await page.waitForTimeout(300);
+    const png = await page.screenshot();
+    if (PNG_DIR) writeFileSync(path.join(PNG_DIR, `rag-app-${lang}-${theme}.png`), png);
+    await saveWebp(png, `rag-app-${lang}-${theme}.webp`);
+    await context.close();
+  }
+}
+
+await browser.close();
+console.log("[demo] done");
diff --git a/packages/landing/scripts/capture-shots.mjs b/packages/landing/scripts/capture-shots.mjs
index 56559f5..314a8fe 100644
--- a/packages/landing/scripts/capture-shots.mjs
+++ b/packages/landing/scripts/capture-shots.mjs
@@ -34,96 +34,172 @@ const MOCK = `http://127.0.0.1:${MOCK_PORT}`;
 // Commands are shared across languages (code is code) and really execute.
 // ---------------------------------------------------------------------------
 
-const CMD_SCAFFOLD = `mkdir -p csv-analyst/src && cat > csv-analyst/package.json <<'EOF'
+const CMD_COLLECT = `git clone --depth 1 https://github.com/ericbuess/claude-code-docs \\
+  claude-code-expert/corpus/claude-code-docs
+find claude-code-expert/corpus -type f ! -name '*.md' -delete
+rm -rf claude-code-expert/corpus/claude-code-docs/.git
+ls claude-code-expert/corpus/claude-code-docs | head -6`;
+
+const CMD_APP = `mkdir -p claude-code-expert/src claude-code-expert/public
+cat > claude-code-expert/package.json <<'EOF'
 {
-  "name": "csv-analyst",
+  "name": "claude-code-expert",
   "private": true,
   "type": "module",
-  "scripts": { "start": "tsx src/agent.ts" },
-  "dependencies": { "@prismshadow/penguin-core": "^0.1.0" }
+  "scripts": { "start": "tsx src/rag.ts" },
+  "dependencies": { "@prismshadow/penguin-core": "^0.1.0", "tsx": "^4" }
 }
 EOF
-ls -R csv-analyst`;
+cat > claude-code-expert/src/rag.ts <<'EOF'
+// BM25 retrieval over corpus/ + a Session that answers with clickable [n] citations.
+import fs from "node:fs";
+import http from "node:http";
+import path from "node:path";
+import { createAgent, isModelMessage, userText } from "@prismshadow/penguin-core";
 
-const CMD_ENTRY = `cat > csv-analyst/src/agent.ts <<'EOF'
-import { createAgent, isCompleteModelMessage, userText } from "@prismshadow/penguin-core";
+const walk = (d) =>
+  fs.readdirSync(d, { withFileTypes: true }).flatMap((e) =>
+    e.isDirectory() ? walk(path.join(d, e.name)) : [path.join(d, e.name)]);
+const chunks = walk("corpus").flatMap((f) =>
+  fs.readFileSync(f, "utf8").split(/\\n(?=#{1,3} )/).map((text) => ({ source: f, text })));
 
-const agent = await createAgent({ agentId: "csv_analyst" });
-const session = await agent.createSession({ workspaceDir: process.cwd() });
-
-for await (const out of session.run([userText("Analyze data.csv and write summary.md")], {
-  approve: async () => "allow",
-})) {
-  if (isCompleteModelMessage(out) && out.payload.type === "text") {
-    console.log(out.payload.text);
+const tok = (s) => s.toLowerCase().match(/[a-z0-9]+|[一-鿿]/g) ?? [];
+const docs = chunks.map((c) => tok(c.text));
+const avg = docs.reduce((n, d) => n + d.length, 0) / Math.max(docs.length, 1);
+const df = new Map();
+for (const d of docs) for (const w of new Set(d)) df.set(w, (df.get(w) ?? 0) + 1);
+// BM25 (k1=1.2, b=0.75): idf weights rare terms, term frequency saturates, long chunks are penalized.
+const score = (q, i) => {
+  const d = docs[i];
+  let s = 0;
+  for (const w of new Set(tok(q))) {
+    const f = d.filter((x) => x === w).length;
+    if (!f) continue;
+    const n = df.get(w) ?? 0;
+    s += Math.log(1 + (docs.length - n + 0.5) / (n + 0.5)) * (f * 2.2) / (f + 1.2 * (0.25 + 0.75 * d.length / avg));
   }
-}
+  return s;
+};
+const agent = await createAgent({ root: "penguin_data" });
+
+http.createServer(async (req, res) => {
+  if (req.method !== "POST") { res.end(fs.readFileSync("public/index.html")); return; }
+  let body = "";
+  for await (const p of req) body += p;
+  const { question } = JSON.parse(body);
+  const hits = chunks.map((c, i) => [score(question, i), c]).filter(([s]) => s > 0)
+    .sort((a, b) => b[0] - a[0]).slice(0, 6).map(([, c]) => c);
+  res.writeHead(200, { "content-type": "text/event-stream" });
+  const ctx = hits.map((c, i) => "[" + (i + 1) + "] " + c.source + "\\n" + c.text).join("\\n\\n");
+  const session = await agent.createSession({ workspaceDir: process.cwd() });
+  for await (const m of session.run([userText(ctx + "\\n\\nQ: " + question)], {
+    approve: async () => "deny",
+  })) {
+    if (isModelMessage(m) && m.payload.type === "partial_text" && m.payload.event_type === "delta")
+      res.write("data: " + JSON.stringify({ delta: m.payload.text }) + "\\n\\n");
+  }
+  res.write("data: " + JSON.stringify({ sources: hits.map((c) => c.source) }) + "\\n\\n");
+  session.dispose();
+  res.end();
+}).listen(4630);
 EOF
-wc -l csv-analyst/src/agent.ts`;
+cat > claude-code-expert/public/index.html <<'EOF'
+<!doctype html>
+<meta charset="utf-8" />
+<title>Claude Code docs expert</title>
+<body style="max-width:640px;margin:3rem auto;font-family:system-ui;line-height:1.5">
+<h3>Claude Code docs expert</h3>
+<div id="log"></div>
+<input id="q" style="width:100%;padding:.5rem" placeholder="Ask about Claude Code…" autofocus />
+<script>
+q.addEventListener("keydown", async (e) => {
+  if (e.key !== "Enter" || !q.value.trim()) return;
+  const question = q.value; q.value = "";
+  const p = document.createElement("p"); log.append(p);
+  const res = await fetch("/api/ask", { method: "POST", body: JSON.stringify({ question }) });
+  const reader = res.body.getReader(), dec = new TextDecoder();
+  for (let r; !(r = await reader.read()).done; )
+    for (const chunk of dec.decode(r.value).split("\\n\\n")) {
+      if (!chunk.startsWith("data:")) continue;
+      const d = JSON.parse(chunk.slice(5));
+      if (d.delta) p.textContent += d.delta;
+      if (d.sources) p.textContent += "  Sources: " + d.sources.join(", ");
+    }
+});
+</script>
+</body>
+EOF
+wc -l claude-code-expert/src/rag.ts`;
 
 const TREE = `\`\`\`text
-csv-analyst/
+claude-code-expert/
 ├── package.json
-└── src/
-    └── agent.ts
+├── corpus/claude-code-docs/   # the collected docs
+├── src/rag.ts
+└── public/index.html
 \`\`\``;
 
 /** Per-language script: user prompt marker -> turns + session title. */
 const SCRIPTS = {
   zh: {
-    marker: "数据分析 Agent 应用",
-    prompt: "用 PenguinHarness SDK 创建一个数据分析 Agent 应用：读取 CSV 并输出汇总报告",
-    title: "构建数据分析 Agent 应用",
+    marker: "配置专家",
+    prompt:
+      "收集 https://github.com/ericbuess/claude-code-docs 的文档，做一个化身 Claude Code 配置专家、回答带来源引用的 RAG 问答应用。",
+    title: "构建 Claude Code 文档专家",
     turns: [
       {
         thinking:
-          "需求是基于 penguin-core 的数据分析 Agent 应用。先创建项目骨架：package.json 与源码目录。",
-        text: "我来创建应用骨架：",
-        cmd: CMD_SCAFFOLD,
+          "一句话需求，penguin-sdk 技能给出了完整配方：先采集语料，再建 BM25 索引，回答经 Session 流式生成并带 [n] 引用直达原文。",
+        text: "先把文档采集进语料库：",
+        cmd: CMD_COLLECT,
       },
       {
         thinking:
-          "骨架已建好。入口代码用 createAgent + createSession，把 CSV 分析任务交给 session.run。",
-        text: "骨架就绪，写入 Agent 入口代码：创建 Session，把 CSV 分析任务交给 session.run 并流式输出。",
-        cmd: CMD_ENTRY,
+          "语料就绪。写应用：本地 BM25 检索（零 embedding 依赖）+ 引用回答 + Penguin 风格聊天界面，引用链接到 /corpus 原文。",
+        text: "语料就绪，写检索与引用回答的应用入口：",
+        cmd: CMD_APP,
       },
       {
-        text: `数据分析 Agent 应用已创建完成：
+        text: `Claude Code 文档专家已就绪：
 
 ${TREE}
 
-- 入口 \`csv-analyst/src/agent.ts\`：创建 Agent 与 Session，任务经 \`session.run\` 流式执行，工具调用逐个审批；
-- 运行方式：\`cd csv-analyst && npm install && npm start\`；
-- 建议下一步：在评估中心为它配一组 CSV 任务 Benchmark，交给 Optimizer 持续优化。`,
+- 检索：本地 BM25 索引全部文档片段，中文提问同样支持；
+- 回答：每次提问经 Session 流式生成，引用 [1][2] 可点击直达 \`corpus/\` 原文；
+- 界面：Penguin 风格聊天页，空态内置示例问题；
+- 运行：\`cd claude-code-expert && npm install && npm start\`，浏览器打开 http://localhost:4630。`,
       },
     ],
   },
   en: {
-    marker: "data-analysis Agent app",
+    marker: "configuration expert",
     prompt:
-      "Use the PenguinHarness SDK to create a data-analysis Agent app that reads CSV files and writes a summary report",
-    title: "Build a data-analysis Agent app",
+      "Collect the docs from https://github.com/ericbuess/claude-code-docs and build a RAG app that answers Claude Code questions as a configuration expert, citing its sources.",
+    // Stay under core's TITLE_MAX_CHARS (30): a longer title gets hard-clipped
+    // mid-word in the shots (e.g. "…docs exper").
+    title: "Build Claude Code docs expert",
     turns: [
       {
         thinking:
-          "They want a data-analysis Agent app on penguin-core. Start with the project skeleton: package.json plus the source directory.",
-        text: "Let me scaffold the app first:",
-        cmd: CMD_SCAFFOLD,
+          "One sentence is enough — the penguin-sdk skill has the full recipe: collect the corpus, build a BM25 index, answer through a Session with [n] citations linking to the originals.",
+        text: "Collecting the docs into the corpus first:",
+        cmd: CMD_COLLECT,
       },
       {
         thinking:
-          "Skeleton is in place. The entry uses createAgent + createSession and hands the CSV task to session.run.",
-        text: "Skeleton ready — now the Agent entry point: create a Session and hand the CSV analysis task to session.run, streaming the output.",
-        cmd: CMD_ENTRY,
+          "Corpus in place. Now the app: local BM25 retrieval (no embedding credential), cited answers, and a Penguin-style chat UI with citations linking to /corpus originals.",
+        text: "Corpus ready — now the retrieval and cited-answer entry:",
+        cmd: CMD_APP,
       },
       {
-        text: `The data-analysis Agent app is ready:
+        text: `The Claude Code docs expert is ready:
 
 ${TREE}
 
-- Entry \`csv-analyst/src/agent.ts\`: creates the Agent and a Session; the task runs through \`session.run\` with per-tool approval;
-- Run it with \`cd csv-analyst && npm install && npm start\`;
-- Suggested next step: give it a CSV Benchmark suite in the evaluation center and let an Optimizer keep improving it.`,
+- Retrieval: a local BM25 index over every doc chunk, Chinese questions included;
+- Answers: each question streams through a Session, with [1][2] citations that link straight to the \`corpus/\` originals;
+- UI: a Penguin-style chat page with example questions in the empty state;
+- Run: \`cd claude-code-expert && npm install && npm start\`, then open http://localhost:4630.`,
       },
     ],
   },
@@ -466,7 +542,7 @@ try {
   await waitFor(`${BASE}/`);
   console.log(`[shots] server ready on ${BASE}`);
 
-  const admin = await login("admin", "admin123");
+  const admin = await login("admin", "penguin-2026");
   const browser = await chromium.launch();
 
   // WebP encoder: Chromium re-encodes the PNG screenshot buffer via canvas, which
@@ -549,17 +625,15 @@ try {
       await page.waitForTimeout(2000);
       await saveWebp(await page.screenshot(), `chat-${lang}-${theme}.webp`);
 
-      // Trace view: select the session in the list (deep-link selection is unreliable
-      // right after a fresh navigation, so click explicitly — sidebar shows the same
-      // title first in DOM order, hence .last()).
-      await page.goto(`${BASE}/traces?sessionId=${sessionId}`);
-      await page.waitForTimeout(1500);
-      await page
-        .getByText(script.title)
-        .last()
-        .click()
-        .catch(() => {});
-      await page.waitForTimeout(2500);
+      // Trace view: the product's canonical deep link carries BOTH agentId and
+      // sessionId (?sessionId= alone is ignored by TracesPage's focus wiring), and
+      // auto-selects the Session once its trace list loads. Waiting for the
+      // execution timeline's exec_command lanes guarantees every language captures
+      // the same opened trace — stats + a timeline with tool calls — never the
+      // empty "select a Session" state.
+      await page.goto(`${BASE}/traces?agentId=default_agent&sessionId=${sessionId}`);
+      await page.getByText("exec_command").first().waitFor({ timeout: 20000 });
+      await page.waitForTimeout(2000);
       await saveWebp(await page.screenshot(), `traces-${lang}-${theme}.webp`);
 
       // Evaluation center: open the pre-provisioned example Benchmark scoreboard.
diff --git a/packages/landing/scripts/penguin-game-mockup.html b/packages/landing/scripts/penguin-game-mockup.html
new file mode 100644
index 0000000..125282e
--- /dev/null
+++ b/packages/landing/scripts/penguin-game-mockup.html
@@ -0,0 +1,333 @@
+<!doctype html>
+<!--
+  Static, dependency-free mockup of the "penguin sled" example game's play screen —
+  the FINISHED PRODUCT of the draft-screen game example, captured by
+  capture-game-mockup.mjs per language (?lang=zh|en) and theme (?theme=light|dark;
+  light = polar day, dark = polar night with an aurora). A cute cartoon scene:
+  an Antarctic penguin on a wooden sled mid-jump over snow-capped rocks, with a
+  score/distance/speed HUD and a "Space to jump" hint.
+-->
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <title>Penguin Sled Run</title>
+    <style>
+      html,
+      body {
+        margin: 0;
+        height: 100%;
+        font-family:
+          ui-sans-serif,
+          system-ui,
+          -apple-system,
+          "Segoe UI",
+          Roboto,
+          "PingFang SC",
+          "Microsoft YaHei",
+          sans-serif;
+      }
+      .stage {
+        position: relative;
+        width: 1280px;
+        height: 760px;
+        overflow: hidden;
+        background: linear-gradient(#bfdbfe 0%, #e0f2fe 55%, #f8fafc 100%);
+      }
+      body.dark .stage {
+        background: linear-gradient(#0b1220 0%, #16233b 60%, #1e293b 100%);
+      }
+      .hud {
+        position: absolute;
+        display: flex;
+        align-items: center;
+        gap: 8px;
+        padding: 10px 16px;
+        border-radius: 14px;
+        background: rgba(255, 255, 255, 0.82);
+        border: 1px solid rgba(15, 23, 42, 0.08);
+        color: #0f172a;
+        font-weight: 700;
+        box-shadow: 0 4px 14px rgba(15, 23, 42, 0.08);
+      }
+      body.dark .hud {
+        background: rgba(15, 23, 42, 0.72);
+        border-color: rgba(148, 163, 184, 0.25);
+        color: #e2e8f0;
+        box-shadow: 0 4px 14px rgba(0, 0, 0, 0.35);
+      }
+      .hud .label {
+        font-size: 13px;
+        font-weight: 600;
+        opacity: 0.62;
+        letter-spacing: 0.04em;
+      }
+      .hud .value {
+        font-size: 24px;
+        font-variant-numeric: tabular-nums;
+      }
+      #hud-score {
+        top: 22px;
+        left: 24px;
+      }
+      #hud-dist {
+        top: 22px;
+        left: 218px;
+      }
+      #hud-speed {
+        top: 22px;
+        right: 24px;
+        color: #1d4ed8;
+      }
+      body.dark #hud-speed {
+        color: #93c5fd;
+      }
+      .hint {
+        position: absolute;
+        left: 50%;
+        bottom: 26px;
+        transform: translateX(-50%);
+        display: flex;
+        align-items: center;
+        gap: 10px;
+        padding: 10px 18px;
+        border-radius: 999px;
+        font-size: 15px;
+        font-weight: 600;
+        background: rgba(255, 255, 255, 0.85);
+        border: 1px solid rgba(15, 23, 42, 0.08);
+        color: #334155;
+      }
+      body.dark .hint {
+        background: rgba(15, 23, 42, 0.75);
+        border-color: rgba(148, 163, 184, 0.25);
+        color: #cbd5e1;
+      }
+      .hint kbd {
+        padding: 3px 12px;
+        border-radius: 8px;
+        border: 1px solid #94a3b8;
+        border-bottom-width: 3px;
+        background: #fff;
+        font: inherit;
+        color: #0f172a;
+      }
+      body.dark .hint kbd {
+        background: #1e293b;
+        border-color: #64748b;
+        color: #e2e8f0;
+      }
+      .title {
+        position: absolute;
+        top: 26px;
+        left: 50%;
+        transform: translateX(-50%);
+        font-size: 17px;
+        font-weight: 800;
+        letter-spacing: 0.12em;
+        color: rgba(15, 23, 42, 0.55);
+      }
+      body.dark .title {
+        color: rgba(226, 232, 240, 0.65);
+      }
+      .day-only {
+        display: initial;
+      }
+      .night-only {
+        display: none;
+      }
+      body.dark .day-only {
+        display: none;
+      }
+      body.dark .night-only {
+        display: initial;
+      }
+    </style>
+  </head>
+  <body>
+    <div class="stage">
+      <svg viewBox="0 0 1280 760" width="1280" height="760" aria-hidden="true">
+        <!-- Polar day: sun; polar night: moon, stars and an aurora ribbon. -->
+        <g class="day-only">
+          <circle cx="1084" cy="150" r="58" fill="#fde68a" />
+          <circle cx="1084" cy="150" r="44" fill="#fcd34d" />
+        </g>
+        <g class="night-only">
+          <path
+            d="M60 60 C 320 190, 680 30, 1020 150 C 1120 185, 1220 140, 1268 100 L 1268 20 L 60 20 Z"
+            fill="#34d399"
+            opacity="0.16"
+          />
+          <path
+            d="M100 100 C 360 220, 700 80, 1040 190 C 1130 218, 1210 180, 1260 150 L 1260 60 C 1000 160, 420 40, 100 100 Z"
+            fill="#6ee7b7"
+            opacity="0.12"
+          />
+          <circle cx="1084" cy="140" r="46" fill="#e2e8f0" opacity="0.92" />
+          <circle cx="1066" cy="128" r="12" fill="#cbd5e1" opacity="0.8" />
+          <circle cx="1102" cy="156" r="8" fill="#cbd5e1" opacity="0.8" />
+          <g fill="#e2e8f0">
+            <circle cx="180" cy="120" r="3" />
+            <circle cx="330" cy="70" r="2.4" />
+            <circle cx="520" cy="130" r="2.8" />
+            <circle cx="760" cy="64" r="2.4" />
+            <circle cx="900" cy="120" r="3" />
+            <circle cx="240" cy="220" r="2" />
+            <circle cx="640" cy="200" r="2.2" />
+          </g>
+        </g>
+
+        <!-- Distant snow hills. -->
+        <path
+          d="M0 430 Q 200 330 420 420 T 860 410 T 1280 400 L 1280 760 L 0 760 Z"
+          class="hill-far"
+          fill="#e2e8f0"
+        />
+        <path
+          d="M0 500 Q 260 400 560 490 T 1280 470 L 1280 760 L 0 760 Z"
+          class="hill-near"
+          fill="#f1f5f9"
+        />
+
+        <!-- Ice track. -->
+        <rect x="0" y="560" width="1280" height="200" fill="#ffffff" />
+        <rect x="0" y="560" width="1280" height="12" fill="#bae6fd" opacity="0.7" />
+        <path
+          d="M0 640 H 300 M420 640 H 700 M820 640 H 1100"
+          stroke="#dbeafe"
+          stroke-width="6"
+          stroke-linecap="round"
+        />
+
+        <!-- Rocks ahead on the track (snow-capped). -->
+        <g>
+          <path d="M760 560 q 26 -52 62 -2 q 20 30 -8 30 l -60 0 q -14 -6 6 -28 Z" fill="#94a3b8" />
+          <path d="M770 548 q 18 -26 40 -4 q -20 -10 -40 4 Z" fill="#f8fafc" />
+          <path
+            d="M980 560 q 34 -70 84 -4 q 24 36 -10 36 l -80 0 q -18 -8 6 -32 Z"
+            fill="#64748b"
+          />
+          <path d="M994 540 q 26 -34 54 -6 q -28 -14 -54 6 Z" fill="#f8fafc" />
+          <path
+            d="M1180 560 q 22 -44 52 -2 q 16 26 -6 26 l -52 0 q -12 -6 6 -24 Z"
+            fill="#94a3b8"
+          />
+        </g>
+
+        <!-- The star: a cute penguin on a wooden sled, mid-jump over the first rock.
+             Drawn upright and compact so every part stays connected to the body. -->
+        <g transform="translate(430 316) rotate(-8)">
+          <!-- motion lines -->
+          <path
+            d="M-158 118 h 70 M-178 156 h 58 M-150 194 h 66"
+            stroke="#93c5fd"
+            stroke-width="8"
+            stroke-linecap="round"
+            opacity="0.7"
+          />
+          <!-- snow spray behind the sled -->
+          <g fill="#e0f2fe">
+            <circle cx="-92" cy="214" r="9" />
+            <circle cx="-116" cy="230" r="6" />
+            <circle cx="-70" cy="232" r="5" />
+          </g>
+          <!-- sled: two wooden slats + a curled steel runner -->
+          <path
+            d="M-92 208 q -22 0 -20 -22 q 2 -14 20 -14 h 250 q 26 2 26 22 q 0 14 -24 14 Z"
+            fill="none"
+            stroke="#475569"
+            stroke-width="9"
+            stroke-linecap="round"
+          />
+          <rect x="-70" y="176" width="242" height="24" rx="12" fill="#b45309" />
+          <rect x="-58" y="158" width="220" height="22" rx="11" fill="#d97706" />
+
+          <!-- penguin, centered on the sled -->
+          <g transform="translate(52 60)">
+            <!-- body (black egg) -->
+            <path
+              d="M0 -96 C 62 -96 82 -34 82 20 C 82 78 44 108 0 108 C -44 108 -82 78 -82 20 C -82 -34 -62 -96 0 -96 Z"
+              fill="#111827"
+            />
+            <!-- white belly, tucked inside the body outline -->
+            <path
+              d="M0 -52 C 40 -52 56 -10 56 30 C 56 66 30 88 0 88 C -30 88 -56 66 -56 30 C -56 -10 -40 -52 0 -52 Z"
+              fill="#f8fafc"
+            />
+            <!-- near wing, hugging the body -->
+            <path d="M-66 -20 C -92 4 -92 52 -70 74 C -58 60 -58 16 -60 -8 Z" fill="#0b1220" />
+            <!-- far wing, raised a little (whee!) -->
+            <path d="M62 -30 C 92 -44 104 -16 96 12 C 82 6 70 -8 60 -18 Z" fill="#0b1220" />
+            <!-- cheeks -->
+            <circle cx="-30" cy="-14" r="11" fill="#fda4af" opacity="0.8" />
+            <circle cx="30" cy="-14" r="11" fill="#fda4af" opacity="0.8" />
+            <!-- eyes -->
+            <circle cx="-20" cy="-40" r="9" fill="#f8fafc" />
+            <circle cx="20" cy="-40" r="9" fill="#f8fafc" />
+            <circle cx="-18" cy="-38" r="4.4" fill="#0b1220" />
+            <circle cx="22" cy="-38" r="4.4" fill="#0b1220" />
+            <circle cx="-16" cy="-40" r="1.5" fill="#f8fafc" />
+            <circle cx="24" cy="-40" r="1.5" fill="#f8fafc" />
+            <!-- beak -->
+            <path d="M-11 -22 L 11 -22 L 0 -8 Z" fill="#f59e0b" />
+            <!-- scarf around the neck (two bands, one short tail) -->
+            <path d="M-40 4 Q 0 22 40 4 L 40 20 Q 0 38 -40 20 Z" fill="#ef4444" />
+            <path d="M28 14 q 26 6 30 26 q -18 6 -34 -6 Z" fill="#f87171" />
+            <!-- feet resting on the front slat -->
+            <path d="M-26 104 q -14 12 4 20 q 20 4 26 -10 Z" fill="#fb923c" />
+            <path d="M26 104 q -6 14 12 18 q 20 2 22 -12 Z" fill="#fb923c" />
+          </g>
+        </g>
+      </svg>
+
+      <div class="title" id="title"></div>
+      <div class="hud" id="hud-score">
+        <span class="label" id="score-label"></span><span class="value">1280</span>
+      </div>
+      <div class="hud" id="hud-dist">
+        <span class="label" id="dist-label"></span><span class="value">512 m</span>
+      </div>
+      <div class="hud" id="hud-speed"><span class="value">×2.4</span></div>
+      <div class="hint"><kbd id="key"></kbd><span id="hint"></span></div>
+    </div>
+
+    <script>
+      const params = new URLSearchParams(location.search);
+      const lang = params.get("lang") === "zh" ? "zh" : "en";
+      if (params.get("theme") === "dark") document.body.classList.add("dark");
+      const T = {
+        zh: {
+          title: "企 鹅 雪 橇 越 野",
+          score: "得分",
+          dist: "里程",
+          key: "空格",
+          hint: "起跳，跃过石头！",
+        },
+        en: {
+          title: "P E N G U I N · S L E D · R U N",
+          score: "SCORE",
+          dist: "DISTANCE",
+          key: "Space",
+          hint: "jump the rocks!",
+        },
+      }[lang];
+      document.documentElement.lang = lang === "zh" ? "zh-CN" : "en";
+      document.getElementById("title").textContent = T.title;
+      document.getElementById("score-label").textContent = T.score;
+      document.getElementById("dist-label").textContent = T.dist;
+      document.getElementById("key").textContent = T.key;
+      document.getElementById("hint").textContent = T.hint;
+      const dark = document.body.classList.contains("dark");
+      if (dark) {
+        for (const [sel, fill] of [
+          [".hill-far", "#243b55"],
+          [".hill-near", "#2c476b"],
+        ]) {
+          document.querySelector(sel).setAttribute("fill", fill);
+        }
+        for (const rect of document.querySelectorAll("svg rect")) {
+          if (rect.getAttribute("fill") === "#ffffff") rect.setAttribute("fill", "#dbeafe");
+        }
+      }
+    </script>
+  </body>
+</html>
diff --git a/packages/landing/scripts/rag-app-mockup.html b/packages/landing/scripts/rag-app-mockup.html
new file mode 100644
index 0000000..3728c94
--- /dev/null
+++ b/packages/landing/scripts/rag-app-mockup.html
@@ -0,0 +1,439 @@
+<!doctype html>
+<html lang="en">
+  <!--
+    Finished-product mockup of the "one sentence → RAG app" example (a Claude Code docs
+    expert), rendered by capture-readme-demo.mjs into assets/readme/rag-app-<lang>-<theme>.webp.
+    Pure static page — no build, no server; ?lang=zh|en&theme=light|dark picks the variant.
+    Styling follows the web-design skill's Penguin visual language: solid backgrounds,
+    1px hairlines, system fonts, one brand-blue accent, pure-black dark mode.
+  -->
+  <head>
+    <meta charset="utf-8" />
+    <title>Claude Code Docs Expert</title>
+    <style>
+      :root {
+        color-scheme: light;
+        --brand-50: #e8f0fe;
+        --brand-100: #d2e3fc;
+        --brand-300: #8ab4f8;
+        --brand-500: #4285f4;
+        --brand-600: #1a73e8;
+        --brand-700: #0b57d0;
+        --bg: #ffffff;
+        --surface: #ffffff;
+        --surface-2: #f9fafb;
+        --border: #e5e7eb;
+        --control-border: #d1d5db;
+        --fg: #111827;
+        --fg-muted: #4b5563;
+        --fg-faint: #6b7280;
+        --accent-bg: #111827;
+        --accent-fg: #ffffff;
+        --bubble: #f3f4f6;
+        --code-bg: #f9fafb;
+        --chip-bg: #e8f0fe;
+        --chip-fg: #0b57d0;
+        --chip-border: #d2e3fc;
+        --dots: rgb(26 115 232 / 0.14);
+      }
+      .dark {
+        color-scheme: dark;
+        --bg: #000000;
+        --surface: #0d0d0d;
+        --surface-2: #0d0d0d;
+        --border: #1f1f1f;
+        --control-border: #303030;
+        --fg: #f3f4f6;
+        --fg-muted: #9ca3af;
+        --fg-faint: #6b7280;
+        --accent-bg: #f3f4f6;
+        --accent-fg: #111827;
+        --bubble: #1f1f1f;
+        --code-bg: #0d0d0d;
+        --chip-bg: #041e49;
+        --chip-fg: #8ab4f8;
+        --chip-border: #062e6f;
+        --dots: rgb(138 180 248 / 0.16);
+      }
+      * {
+        box-sizing: border-box;
+        margin: 0;
+      }
+      body {
+        font-family:
+          ui-sans-serif,
+          system-ui,
+          -apple-system,
+          "Segoe UI",
+          Roboto,
+          "PingFang SC",
+          "Microsoft YaHei",
+          sans-serif;
+        -webkit-font-smoothing: antialiased;
+        background: var(--bg);
+        color: var(--fg);
+        height: 100vh;
+        display: flex;
+        flex-direction: column;
+        overflow: hidden;
+      }
+      code,
+      pre {
+        font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace;
+      }
+
+      nav {
+        height: 56px;
+        flex: none;
+        display: flex;
+        align-items: center;
+        gap: 10px;
+        padding: 0 24px;
+        border-bottom: 1px solid var(--border);
+        background: color-mix(in srgb, var(--bg) 85%, transparent);
+      }
+      .logo {
+        width: 28px;
+        height: 28px;
+        border-radius: 8px;
+        background: var(--accent-bg);
+        color: var(--accent-fg);
+        display: grid;
+        place-items: center;
+        flex: none;
+      }
+      .logo svg {
+        width: 16px;
+        height: 16px;
+      }
+      .app-name {
+        font-size: 15px;
+        font-weight: 600;
+        letter-spacing: -0.01em;
+      }
+      .nav-chip {
+        font-size: 11px;
+        font-weight: 500;
+        color: var(--chip-fg);
+        background: var(--chip-bg);
+        border: 1px solid var(--chip-border);
+        border-radius: 9999px;
+        padding: 2px 10px;
+      }
+      .nav-right {
+        margin-left: auto;
+        display: flex;
+        align-items: center;
+        gap: 6px;
+        font-size: 12px;
+        color: var(--fg-faint);
+      }
+      .dot {
+        width: 6px;
+        height: 6px;
+        border-radius: 9999px;
+        background: #10b981;
+      }
+
+      main {
+        flex: 1;
+        min-height: 0;
+        display: flex;
+        flex-direction: column;
+        width: 100%;
+        max-width: 48rem;
+        margin: 0 auto;
+        padding: 0 24px;
+      }
+      /* Decorative dot grid fading out below the nav — the one flourish the design language
+         allows. The ::after overlay fades to the page background, so the tail disappears
+         cleanly in dark mode too (light dots on black stay visible far longer under a mask). */
+      .dots-band {
+        position: absolute;
+        inset: 56px 0 auto 0;
+        height: 150px;
+        background-image: radial-gradient(var(--dots) 1px, transparent 1px);
+        background-size: 22px 22px;
+        pointer-events: none;
+      }
+      .dots-band::after {
+        content: "";
+        position: absolute;
+        inset: 0;
+        background: linear-gradient(
+          to bottom,
+          transparent 0%,
+          color-mix(in srgb, var(--bg) 55%, transparent) 55%,
+          var(--bg) 100%
+        );
+      }
+
+      .chat {
+        flex: 1;
+        min-height: 0;
+        overflow: hidden;
+        padding-top: 28px;
+        display: flex;
+        flex-direction: column;
+        gap: 20px;
+        position: relative;
+      }
+      .msg-user {
+        align-self: flex-end;
+        max-width: 85%;
+        background: var(--bubble);
+        border-radius: 12px;
+        padding: 9px 14px;
+        font-size: 14px;
+        line-height: 1.55;
+      }
+      .msg-assistant {
+        font-size: 14px;
+        line-height: 1.65;
+        color: var(--fg);
+        display: flex;
+        flex-direction: column;
+        gap: 10px;
+      }
+      .msg-assistant p {
+        max-width: 65ch;
+      }
+      .cite {
+        color: var(--brand-600);
+        font-size: 0.8em;
+        vertical-align: super;
+        font-weight: 600;
+        text-decoration: none;
+      }
+      .dark .cite {
+        color: var(--brand-300);
+      }
+      pre.block {
+        background: var(--code-bg);
+        border: 1px solid var(--border);
+        border-radius: 8px;
+        padding: 12px 14px;
+        font-size: 13px;
+        line-height: 1.85;
+        overflow-x: auto;
+      }
+      pre.block .c {
+        color: var(--fg-faint);
+      }
+      .sources {
+        display: flex;
+        align-items: center;
+        flex-wrap: wrap;
+        gap: 8px;
+        margin-top: 2px;
+      }
+      .sources-label {
+        font-size: 11px;
+        font-weight: 600;
+        text-transform: uppercase;
+        letter-spacing: 0.05em;
+        color: var(--fg-faint);
+      }
+      .source-chip {
+        display: inline-flex;
+        align-items: center;
+        gap: 6px;
+        font-size: 12px;
+        color: var(--chip-fg);
+        background: var(--chip-bg);
+        border: 1px solid var(--chip-border);
+        border-radius: 9999px;
+        padding: 3px 11px;
+        text-decoration: none;
+      }
+      .source-chip .n {
+        font-weight: 600;
+      }
+      .source-chip .path {
+        font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace;
+        font-size: 11px;
+      }
+
+      .bottom {
+        flex: none;
+        padding: 14px 0 20px;
+        display: flex;
+        flex-direction: column;
+        gap: 10px;
+      }
+      .suggests {
+        display: flex;
+        flex-wrap: wrap;
+        gap: 8px;
+      }
+      .suggest {
+        font-size: 12px;
+        color: var(--fg-muted);
+        border: 1px solid var(--border);
+        background: var(--surface);
+        border-radius: 9999px;
+        padding: 5px 12px;
+      }
+      .composer {
+        border: 1px solid var(--control-border);
+        background: var(--surface);
+        border-radius: 12px;
+        padding: 12px 12px 10px 14px;
+        display: flex;
+        align-items: flex-end;
+        gap: 10px;
+      }
+      .composer .ph {
+        flex: 1;
+        font-size: 14px;
+        color: var(--fg-faint);
+        padding: 4px 0 6px;
+      }
+      .send {
+        width: 32px;
+        height: 32px;
+        border-radius: 8px;
+        border: none;
+        background: var(--accent-bg);
+        color: var(--accent-fg);
+        display: grid;
+        place-items: center;
+        flex: none;
+      }
+      .hint {
+        font-size: 11px;
+        color: var(--fg-faint);
+        text-align: center;
+      }
+    </style>
+  </head>
+  <body>
+    <div class="dots-band"></div>
+    <nav>
+      <div class="logo" aria-hidden>
+        <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.8">
+          <path d="M4 19.5V6a2 2 0 0 1 2-2h12a2 2 0 0 1 2 2v13.5" stroke="none" />
+          <path
+            d="M12 3c3.5 0 5.5 2.6 5.5 6.2 0 4.4 1.6 6.3 2.5 7.1-1.6 2.9-4.6 4.7-8 4.7s-6.4-1.8-8-4.7c.9-.8 2.5-2.7 2.5-7.1C6.5 5.6 8.5 3 12 3z"
+          />
+          <circle cx="9.8" cy="8.6" r="0.6" fill="currentColor" stroke="none" />
+          <circle cx="14.2" cy="8.6" r="0.6" fill="currentColor" stroke="none" />
+          <path d="M10.6 11h2.8l-1.4 1.6z" fill="currentColor" stroke="none" />
+        </svg>
+      </div>
+      <span class="app-name" data-t="appName"></span>
+      <span class="nav-chip">RAG · claude-code-docs</span>
+      <div class="nav-right"><span class="dot"></span><span data-t="corpus"></span></div>
+    </nav>
+
+    <main>
+      <div class="chat">
+        <div class="msg-user" data-t="question"></div>
+        <div class="msg-assistant">
+          <p>
+            <span data-t="a1"></span>
+            <a class="cite" href="#">[1]</a><span data-t="a1b"></span>
+          </p>
+          <pre class="block"><span class="c" data-t="codeC1"></span>
+claude mcp add github -- npx -y @modelcontextprotocol/server-github
+
+<span class="c" data-t="codeC2"></span>
+claude mcp list</pre>
+          <p>
+            <span data-t="a2"></span>
+            <a class="cite" href="#">[2]</a><span data-t="a2b"></span>
+          </p>
+          <div class="sources">
+            <span class="sources-label" data-t="sources"></span>
+            <a class="source-chip" href="#"
+              ><span class="n">[1]</span><span class="path">docs/mcp.md</span
+              ><span data-t="s1"></span
+            ></a>
+            <a class="source-chip" href="#"
+              ><span class="n">[2]</span><span class="path">docs/settings.md</span
+              ><span data-t="s2"></span
+            ></a>
+          </div>
+        </div>
+      </div>
+
+      <div class="bottom">
+        <div class="suggests">
+          <span class="suggest" data-t="q1"></span>
+          <span class="suggest" data-t="q2"></span>
+          <span class="suggest" data-t="q3"></span>
+        </div>
+        <div class="composer">
+          <div class="ph" data-t="placeholder"></div>
+          <button class="send" aria-hidden>
+            <svg
+              width="15"
+              height="15"
+              viewBox="0 0 24 24"
+              fill="none"
+              stroke="currentColor"
+              stroke-width="2"
+              stroke-linecap="round"
+              stroke-linejoin="round"
+            >
+              <path d="M12 19V5M6 11l6-6 6 6" />
+            </svg>
+          </button>
+        </div>
+        <div class="hint" data-t="hint"></div>
+      </div>
+    </main>
+
+    <script>
+      const T = {
+        en: {
+          appName: "Claude Code Docs Expert",
+          corpus: "674 chunks · BM25",
+          question: "How do I configure an MCP server for Claude Code?",
+          a1: "Add the server with the CLI, then verify it from inside Claude Code ",
+          a1b: ":",
+          codeC1: "# add a server (local scope by default)",
+          codeC2: "# verify",
+          a2: "Project-scoped servers live in .mcp.json at the project root and are shared with your team; user scope makes a server available across all your projects ",
+          a2b: ". Inside a session, /mcp shows each server's connection status.",
+          sources: "Sources",
+          s1: "— Add an MCP server",
+          s2: "— Settings & scopes",
+          q1: "What does CLAUDE.md do?",
+          q2: "How do I create a custom slash command?",
+          q3: "Where do hooks go?",
+          placeholder: "Ask about Claude Code…",
+          hint: "Answers cite the collected docs — click a source to open the original file.",
+        },
+        zh: {
+          appName: "Claude Code 配置专家",
+          corpus: "674 个片段 · BM25",
+          question: "如何为 Claude Code 配置 MCP 服务器？",
+          a1: "用 CLI 添加服务器，然后在 Claude Code 里验证 ",
+          a1b: "：",
+          codeC1: "# 添加服务器（默认 local 作用域）",
+          codeC2: "# 验证",
+          a2: "项目级服务器保存在项目根目录的 .mcp.json，可随仓库共享给团队；user 作用域则让服务器在你的所有项目中可用 ",
+          a2b: "。会话内可用 /mcp 查看各服务器的连接状态。",
+          sources: "来源",
+          s1: "— 添加 MCP 服务器",
+          s2: "— 设置与作用域",
+          q1: "CLAUDE.md 是做什么的？",
+          q2: "怎么创建自定义斜杠命令？",
+          q3: "Hooks 配置放在哪里？",
+          placeholder: "向 Claude Code 专家提问…",
+          hint: "回答引用采集的文档——点击来源即可打开原文。",
+        },
+      };
+      const params = new URLSearchParams(location.search);
+      const lang = params.get("lang") === "zh" ? "zh" : "en";
+      const theme = params.get("theme") === "dark" ? "dark" : "light";
+      document.documentElement.lang = lang === "zh" ? "zh" : "en";
+      if (theme === "dark") document.documentElement.classList.add("dark");
+      for (const el of document.querySelectorAll("[data-t]")) {
+        el.textContent = T[lang][el.dataset.t];
+      }
+      document.title = T[lang].appName;
+    </script>
+  </body>
+</html>
diff --git a/packages/landing/scripts/render-benchmark-svg.mjs b/packages/landing/scripts/render-benchmark-svg.mjs
new file mode 100644
index 0000000..430733a
--- /dev/null
+++ b/packages/landing/scripts/render-benchmark-svg.mjs
@@ -0,0 +1,179 @@
+/**
+ * Renders the README / blog benchmark chart from the same data the landing page uses
+ * (src/lib/benchmark-data.ts), so the static SVGs cannot drift from the site when the
+ * numbers are refreshed. Emits:
+ *   assets/readme/benchmark-light.svg
+ *   assets/readme/benchmark-dark.svg
+ *   packages/landing/public/blog-assets/benchmark-light.svg
+ *
+ * Two panels per suite (accuracy, cost), horizontal bars scaled linearly from zero — the
+ * cost spread is ~70x, so the PenguinHarness bar is by far the shortest. That is the
+ * result, not a defect; a zoomed baseline would flatter everyone else. Bars are floored at
+ * MIN_BAR, though: at true scale the cost bar comes out ~2.5px, which reads as "no bar" and
+ * loses the series entirely. The floor keeps it visible and unmistakably smallest, and the
+ * exact figure is printed beside every bar, so nothing is overstated.
+ *
+ * Run: node packages/landing/scripts/render-benchmark-svg.mjs
+ */
+import { readFileSync, writeFileSync } from "node:fs";
+import path from "node:path";
+import { fileURLToPath } from "node:url";
+
+const HERE = path.dirname(fileURLToPath(import.meta.url));
+const LANDING = path.resolve(HERE, "..");
+const REPO = path.resolve(LANDING, "..", "..");
+
+/**
+ * The data module is TypeScript; rather than add a build step, read the two exported
+ * arrays out of the source. Any shape change here fails loudly instead of silently
+ * rendering a stale chart.
+ */
+function loadBench() {
+  const src = readFileSync(path.join(LANDING, "src/lib/benchmark-data.ts"), "utf8");
+  const consts = Object.fromEntries(
+    [...src.matchAll(/^const (\w+) = "([^"]+)";$/gm)].map((m) => [m[1], m[2]]),
+  );
+  const pick = (name) => {
+    const block = src.match(
+      new RegExp(`export const ${name}: BenchResult\\[\\] = \\[([\\s\\S]*?)\\n\\];`),
+    );
+    if (!block) throw new Error(`could not find ${name} in benchmark-data.ts`);
+    const rows = [...block[1].matchAll(/\{([\s\S]*?)\n {2}\}/g)].map((m) => {
+      const body = m[1];
+      const field = (k) => body.match(new RegExp(`${k}:\\s*([^,\\n]+)`))?.[1]?.trim();
+      const str = (k) => {
+        const v = field(k);
+        if (!v) throw new Error(`missing ${k}`);
+        return v.startsWith('"') ? v.slice(1, -1) : (consts[v] ?? v);
+      };
+      return {
+        framework: str("framework"),
+        model: str("model"),
+        accuracyPct: Number(field("accuracyPct")),
+        tokensM: Number(field("tokensM")),
+        costUsd: Number(field("costUsd")),
+        emphasized: /emphasized:\s*true/.test(body),
+      };
+    });
+    if (rows.length !== 3) throw new Error(`${name}: expected 3 rows, got ${rows.length}`);
+    for (const r of rows) {
+      if (!Number.isFinite(r.accuracyPct) || !Number.isFinite(r.costUsd)) {
+        throw new Error(`${name}: ${r.framework} has a non-numeric field`);
+      }
+    }
+    return rows;
+  };
+  return { DATA_BENCH: pick("DATA_BENCH"), CODE_BENCH: pick("CODE_BENCH") };
+}
+
+const THEMES = {
+  light: {
+    strong: "#1f2328",
+    mid: "#52514e",
+    muted: "#898781",
+    rule: "#c3c2b7",
+    brand: "#2a78d6",
+    bar: "#898781",
+  },
+  dark: {
+    strong: "#f0f3f6",
+    mid: "#c3c2b7",
+    muted: "#898781",
+    rule: "#383835",
+    brand: "#3987e5",
+    bar: "#6b6a64",
+  },
+};
+
+const FONT = "system-ui, -apple-system, 'Segoe UI', sans-serif";
+const W = 920;
+const H = 368;
+const BAR_H = 16;
+const ROW_H = 30;
+const MAX_BAR = 176;
+/** Shortest a bar may render, so a near-zero value still reads as a bar (~8% of full). */
+const MIN_BAR = 14;
+
+const esc = (s) => s.replace(/&/g, "&amp;").replace(/</g, "&lt;").replace(/>/g, "&gt;");
+
+function text(x, y, s, { size = 12, weight = 400, fill, anchor = "start" }) {
+  return `<text x="${x}" y="${y}" font-size="${size}" font-weight="${weight}" fill="${fill}" text-anchor="${anchor}" font-family="${FONT}">${esc(s)}</text>`;
+}
+
+/** Rounded-end horizontal bar starting at the axis. */
+function bar(x, y, w, fill) {
+  const r = Math.min(4, w / 2);
+  return `<path d="M${x} ${y} h${(w - r).toFixed(1)} a${r} ${r} 0 0 1 ${r} ${r} v${BAR_H - 2 * r} a${r} ${r} 0 0 1 -${r} ${r} h-${(w - r).toFixed(1)} z" fill="${fill}"/>`;
+}
+
+/** One measure for one suite: label column, axis rule, three bars, value labels. */
+function panel(t, x0, yTop, rows, value, format) {
+  const axis = x0 + 124;
+  const max = Math.max(...rows.map(value));
+  const out = [
+    `<rect x="${axis - 1}" y="${yTop}" width="1" height="${ROW_H * rows.length + 2}" fill="${t.rule}"/>`,
+  ];
+  rows.forEach((row, i) => {
+    const y = yTop + 4 + i * ROW_H;
+    const w = Math.max(MIN_BAR, (value(row) / max) * MAX_BAR);
+    const weight = row.emphasized ? 600 : 400;
+    out.push(
+      text(axis - 12, y + 12.5, row.framework, {
+        fill: row.emphasized ? t.strong : t.mid,
+        weight,
+        anchor: "end",
+      }),
+      bar(axis + 1, y, w, row.emphasized ? t.brand : t.bar),
+      text(axis + w + 13, y + 12.5, format(value(row)), { fill: t.strong, weight }),
+    );
+  });
+  return out.join("\n");
+}
+
+function suite(t, yTop, title, rows) {
+  return [
+    text(24, yTop, title, { size: 13, weight: 600, fill: t.strong }),
+    panel(
+      t,
+      24,
+      yTop + 10,
+      rows,
+      (r) => r.accuracyPct,
+      (v) => `${v.toFixed(2)}%`,
+    ),
+    panel(
+      t,
+      472,
+      yTop + 10,
+      rows,
+      (r) => r.costUsd,
+      (v) => `$${v.toFixed(2)}`,
+    ),
+  ].join("\n");
+}
+
+function render(theme, { DATA_BENCH, CODE_BENCH }) {
+  const t = THEMES[theme];
+  const alt =
+    "Benchmark: PenguinHarness vs Claude Code vs OpenAI Codex on two suites — comparable accuracy at a small fraction of the cost";
+  return `<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 ${W} ${H}" width="${W}" height="${H}" role="img" aria-label="${esc(alt)}">
+${text(148, 36, "Accuracy · suite total · higher is better", { fill: t.muted })}
+${text(596, 36, "Total cost (USD) · lower is better", { fill: t.muted })}
+${suite(t, 68, "Data analysis — 15 tasks, single run", DATA_BENCH)}
+${suite(t, 210, "Coding — 40 tasks × 2 runs", CODE_BENCH)}
+${text(24, 338, "Each harness runs the model it is normally paired with: PenguinHarness on DeepSeek V4 Pro, Claude Code on Claude Opus 4.8,", { fill: t.muted })}
+${text(24, 356, "OpenAI Codex on GPT-5.5. Accuracy, Tokens and cost are suite totals at official pricing.", { fill: t.muted })}
+</svg>
+`;
+}
+
+const bench = loadBench();
+const targets = [
+  ["light", path.join(REPO, "assets/readme/benchmark-light.svg")],
+  ["dark", path.join(REPO, "assets/readme/benchmark-dark.svg")],
+  ["light", path.join(LANDING, "public/blog-assets/benchmark-light.svg")],
+];
+for (const [theme, file] of targets) {
+  writeFileSync(file, render(theme, bench));
+  console.log(`wrote ${path.relative(REPO, file)}`);
+}
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diff --git a/packages/landing/src/components/announcement-bar.tsx b/packages/landing/src/components/announcement-bar.tsx
new file mode 100644
index 0000000..3765ad2
--- /dev/null
+++ b/packages/landing/src/components/announcement-bar.tsx
@@ -0,0 +1,122 @@
+/**
+ * Rotating announcement bar above the sticky nav (it scrolls away with the page).
+ * Light brand-tinted background; announcements auto-advance by SLIDING in one
+ * direction only (a clone of the first slide follows the last one, and the track
+ * snaps back without animation once the clone is fully in view). No manual
+ * switch controls; hovering or focusing the bar pauses the rotation. Every
+ * announcement is a link into the blog, with a small arrow marking it as
+ * click-through.
+ */
+import { useEffect, useState } from "react";
+import { Link } from "react-router";
+import { S } from "../lib/strings";
+import { ArrowRightIcon } from "./icons";
+
+const ROTATE_MS = 6000;
+
+/** Both announcements point at blog posts (content/blog/<slug>.*.md). */
+const ITEMS = [
+  { key: "models", to: "/blog/introducing-penguinharness" },
+  { key: "fireworks", to: "/blog/fireworks-credits-amd" },
+] as const;
+
+const REDUCED_MOTION_QUERY = "(prefers-reduced-motion: reduce)";
+
+function prefersReducedMotion(): boolean {
+  return window.matchMedia(REDUCED_MOTION_QUERY).matches;
+}
+
+export function AnnouncementBar() {
+  const texts: Record<(typeof ITEMS)[number]["key"], string> = {
+    models: S.announcement.models,
+    fireworks: S.announcement.fireworks,
+  };
+  // pos runs 0..ITEMS.length where ITEMS.length is the clone of slide 0.
+  const [pos, setPos] = useState(0);
+  const [animate, setAnimate] = useState(true);
+  // Focus pauses like hover does: tabIndex={-1} never blurs an already focused
+  // link, so advancing past it would strand document focus inside an aria-hidden
+  // slide translated out of the viewport, and WCAG 2.2.2 wants the rotation
+  // stoppable without a pointer. The two are tracked apart so the pointer
+  // leaving the bar cannot restart it while focus is still inside.
+  const [hovered, setHovered] = useState(false);
+  const [focused, setFocused] = useState(false);
+  const paused = hovered || focused;
+  const [reduced, setReduced] = useState(prefersReducedMotion);
+
+  // Tracked live rather than read once, because the preference can be toggled
+  // while the page is open and it decides how the rotation wraps around.
+  useEffect(() => {
+    const mq = window.matchMedia(REDUCED_MOTION_QUERY);
+    const onChange = (e: MediaQueryListEvent) => setReduced(e.matches);
+    setReduced(mq.matches);
+    mq.addEventListener("change", onChange);
+    return () => mq.removeEventListener("change", onChange);
+  }, []);
+
+  useEffect(() => {
+    if (paused) return;
+    // styles.css kills every transition under reduced motion, so the clone's
+    // transitionend never arrives and the snap-back below never runs: those
+    // users wrap around the real slides instead and never land on the clone.
+    const advance = (p: number) => {
+      if (reduced) return (p + 1) % ITEMS.length;
+      return p >= ITEMS.length ? p : p + 1;
+    };
+    const timer = setInterval(() => setPos(advance), ROTATE_MS);
+    return () => clearInterval(timer);
+  }, [paused, reduced]);
+
+  // After snapping back to the real first slide, re-enable the transition on the
+  // next frame pair so the jump itself never animates.
+  useEffect(() => {
+    if (animate) return;
+    const raf = requestAnimationFrame(() => requestAnimationFrame(() => setAnimate(true)));
+    return () => cancelAnimationFrame(raf);
+  }, [animate]);
+
+  const slides = [...ITEMS, ITEMS[0]!];
+
+  return (
+    <div
+      role="region"
+      aria-label={S.announcement.label}
+      onMouseEnter={() => setHovered(true)}
+      onMouseLeave={() => setHovered(false)}
+      onFocusCapture={() => setFocused(true)}
+      onBlurCapture={() => setFocused(false)}
+      className="border-b border-brand-100 bg-brand-50 dark:border-brand-950 dark:bg-brand-950/50"
+    >
+      <div className="mx-auto h-9 max-w-6xl overflow-hidden px-4 sm:px-6">
+        <div
+          className={`flex h-full ${animate ? "transition-transform duration-500 ease-out" : ""}`}
+          style={{ transform: `translateX(-${pos * 100}%)` }}
+          onTransitionEnd={(e) => {
+            if (e.target !== e.currentTarget || e.propertyName !== "transform") return;
+            if (pos === ITEMS.length) {
+              setAnimate(false);
+              setPos(0);
+            }
+          }}
+        >
+          {slides.map((item, i) => (
+            <div
+              key={`${item.key}-${i}`}
+              aria-hidden={i !== pos}
+              className="flex w-full shrink-0 items-center justify-center"
+            >
+              <Link
+                to={item.to}
+                tabIndex={i === pos ? 0 : -1}
+                className="inline-flex min-w-0 items-center gap-1.5 text-[13px] font-medium text-brand-800 underline-offset-2 hover:underline dark:text-brand-200"
+              >
+                <span className="truncate">{texts[item.key]}</span>
+                <ArrowRightIcon className="h-3.5 w-3.5 shrink-0" aria-hidden="true" />
+              </Link>
+            </div>
+          ))}
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/packages/landing/src/components/demo-video.tsx b/packages/landing/src/components/demo-video.tsx
new file mode 100644
index 0000000..5ccf0e2
--- /dev/null
+++ b/packages/landing/src/components/demo-video.tsx
@@ -0,0 +1,45 @@
+/**
+ * Demo video embed. The file itself is hosted in the sibling community repo (see
+ * `demoVideoUrl` in lib/links.ts for why), so the important part here is that nothing
+ * is fetched until the visitor asks: `preload="none"` plus a poster means a page view
+ * costs one ~37 KB still, not a ~9 MB download, and the section still looks finished
+ * before anyone presses play.
+ *
+ * Deliberately NOT wrapped in BrowserFrame: that chrome (with its localhost address bar)
+ * says "this is the product's UI", which is true of a screenshot and of the case demos,
+ * but not of a narrated slide deck. A plain framed surface instead.
+ */
+
+export function DemoVideo({
+  src,
+  poster,
+  label,
+  caption,
+}: {
+  src: string;
+  poster: string;
+  /** Accessible name — the surrounding copy is decorative to a screen reader. */
+  label: string;
+  caption?: string;
+}) {
+  return (
+    <figure className="mx-auto w-full max-w-4xl">
+      <div className="overflow-hidden rounded-xl border border-gray-200 bg-gray-950 shadow-sm dark:border-gray-800">
+        <video
+          src={src}
+          poster={poster}
+          controls
+          preload="none"
+          playsInline
+          aria-label={label}
+          className="block h-auto w-full"
+        />
+      </div>
+      {caption && (
+        <figcaption className="mt-3 text-center text-xs text-gray-500 dark:text-gray-400">
+          {caption}
+        </figcaption>
+      )}
+    </figure>
+  );
+}
diff --git a/packages/landing/src/components/icons.tsx b/packages/landing/src/components/icons.tsx
index 5da366f..306e8b2 100644
--- a/packages/landing/src/components/icons.tsx
+++ b/packages/landing/src/components/icons.tsx
@@ -315,6 +315,22 @@ export function ChevronDownIcon(props: IconProps) {
   );
 }
 
+export function ChevronLeftIcon(props: IconProps) {
+  return (
+    <Icon {...props}>
+      <path d="m15 18-6-6 6-6" />
+    </Icon>
+  );
+}
+
+export function ChevronRightIcon(props: IconProps) {
+  return (
+    <Icon {...props}>
+      <path d="m9 18 6-6-6-6" />
+    </Icon>
+  );
+}
+
 export function ExternalLinkIcon(props: IconProps) {
   return (
     <Icon {...props}>
diff --git a/packages/landing/src/components/nav.tsx b/packages/landing/src/components/nav.tsx
index f8eb96f..73dbc3b 100644
--- a/packages/landing/src/components/nav.tsx
+++ b/packages/landing/src/components/nav.tsx
@@ -1,30 +1,34 @@
 /**
  * Sticky top navigation: logo + section anchors + blog link + language/theme toggles +
  * GitHub. Desktop links share a sliding hover pill, while the selected section or route
- * keeps its own active background; section links route through "/#id" so the Router
- * and URL hash stay in sync while native smooth scrolling remains enabled. A disclosure
- * menu covers small screens.
+ * keeps its own active background. On the home page the active section tracks the
+ * LIVE scroll position (scroll-spy), so the highlight follows as you scroll; on other
+ * routes it falls back to route state (e.g. Blog). Section links route through "/#id"
+ * so the URL hash stays in sync on click. A disclosure menu covers small screens.
  */
-import { useState } from "react";
+import { useRef, useState } from "react";
 import type { MouseEvent } from "react";
 import { Link, useLocation } from "react-router";
 import { S } from "../lib/strings";
 import { DOCS_URL, REPO_URL } from "../lib/links";
 import { getActiveNavItem, SECTION_IDS } from "../lib/nav-state";
+import type { ActiveNavItem, SectionId } from "../lib/nav-state";
+import { useScrollSpy } from "../lib/use-scroll-spy";
 import { GitHubIcon, MenuIcon, XIcon } from "./icons";
 import { ThemeToggle } from "./theme-toggle";
 import { LangToggle } from "./lang-toggle";
 
-interface Indicator {
-  left: number;
-  width: number;
-}
+/** Stable empty list: keeps the spy idle away from the home page. */
+const NO_IDS: readonly string[] = [];
 
 export function Nav() {
   const { pathname, hash } = useLocation();
-  const activeItem = getActiveNavItem(pathname, hash);
+  const onHome = pathname === "/";
+  const spied = useScrollSpy(onHome ? SECTION_IDS : NO_IDS) as SectionId | null;
+  const activeItem: ActiveNavItem = onHome ? spied : getActiveNavItem(pathname, hash);
   const [open, setOpen] = useState(false);
-  const [indicator, setIndicator] = useState<Indicator | null>(null);
+  const pillRef = useRef<HTMLSpanElement | null>(null);
+  const pillVisible = useRef(false);
 
   const sectionLabel: Record<(typeof SECTION_IDS)[number], string> = {
     highlights: S.nav.highlights,
@@ -45,9 +49,33 @@ export function Nav() {
   const deskLinkCls = (active: boolean) =>
     `relative z-10 rounded-md px-2.5 py-1.5 text-sm transition-colors ${active ? activeLinkCls : deskInactiveLinkCls}`;
 
+  /**
+   * The hover pill appears IN PLACE under the first link it lands on (position
+   * jumps with only the fade animating), slides while moving between links, and
+   * fades out where it is on leave — never sweeping in from the nav's edge.
+   */
   const slideTo = (e: MouseEvent<HTMLElement>) => {
     const el = e.currentTarget;
-    setIndicator({ left: el.offsetLeft, width: el.offsetWidth });
+    const pill = pillRef.current;
+    if (!pill) return;
+    if (!pillVisible.current) {
+      pill.style.transitionProperty = "opacity";
+      pill.style.left = `${el.offsetLeft}px`;
+      pill.style.width = `${el.offsetWidth}px`;
+      void pill.offsetWidth; // flush the jump before restoring the full transition
+      pill.style.transitionProperty = "";
+      pillVisible.current = true;
+    } else {
+      pill.style.left = `${el.offsetLeft}px`;
+      pill.style.width = `${el.offsetWidth}px`;
+    }
+    pill.style.opacity = "1";
+  };
+
+  const hidePill = () => {
+    const pill = pillRef.current;
+    if (pill) pill.style.opacity = "0";
+    pillVisible.current = false;
   };
 
   const desktopLinks = (
@@ -122,17 +150,14 @@ export function Nav() {
         <nav
           className="relative ml-4 hidden items-center gap-0.5 md:flex"
           aria-label="Primary"
-          onMouseLeave={() => setIndicator(null)}
+          onMouseLeave={hidePill}
         >
-          {/* Sliding hover pill: moves between links; active links retain their own background. */}
+          {/* Sliding hover pill: appears in place, slides between links, fades out in place; active links retain their own background. */}
           <span
+            ref={pillRef}
             aria-hidden="true"
             className="absolute top-1/2 h-8 -translate-y-1/2 rounded-md bg-gray-100 transition-[left,width,opacity] duration-200 ease-out dark:bg-gray-800"
-            style={{
-              left: indicator?.left ?? 0,
-              width: indicator?.width ?? 0,
-              opacity: indicator ? 1 : 0,
-            }}
+            style={{ left: 0, width: 0, opacity: 0 }}
           />
           {desktopLinks}
         </nav>
diff --git a/packages/landing/src/lib/benchmark-data.ts b/packages/landing/src/lib/benchmark-data.ts
index 535553c..904c573 100644
--- a/packages/landing/src/lib/benchmark-data.ts
+++ b/packages/landing/src/lib/benchmark-data.ts
@@ -1,11 +1,14 @@
 /**
- * Benchmark data, two suites driven by the same DeepSeek V4 Pro model, published in
- * one unified shape: framework / model / accuracy (%) / Tokens (M) / cost ($), all
- * as per-run means. Suite specifics (case count, runs, thinking level, timeout,
- * pricing source) live in the footnote strings, not in the table.
- * - Data analysis: 15 tasks, single run, USD pricing.
- * - Coding: 40 tasks x 2 runs averaged; official CNY pricing converted at $1 = ¥7
- *   (0.289 / 0.338 / 0.299 CNY per run).
+ * Benchmark data, two suites published in one unified shape: framework / model /
+ * accuracy (%) / Tokens (M) / cost ($).
+ *
+ * Each harness runs the model it is normally paired with rather than a shared one —
+ * the comparison is between products as people actually use them, so the model column
+ * is part of the result and not a constant. Token and cost figures are **suite totals**
+ * across every task and run, not per-run means. Suite specifics (case count, runs,
+ * thinking level, pricing source) live in the footnote strings, not in the table.
+ * - Data analysis: 15 tasks, single run.
+ * - Coding: 40 tasks x 2 runs (accuracy is over all 80 outcomes).
  */
 import type { HarnessKind } from "../components/harness-logo";
 
@@ -20,14 +23,16 @@ export interface BenchResult {
   emphasized?: boolean;
 }
 
-const MODEL = "DeepSeek V4 Pro";
+const DEEPSEEK = "DeepSeek V4 Pro";
+const OPUS = "Claude Opus 4.8";
+const GPT = "GPT-5.5";
 
 export const DATA_BENCH: BenchResult[] = [
   {
     kind: "penguin",
     framework: "PenguinHarness",
-    model: MODEL,
-    accuracyPct: 66.7,
+    model: DEEPSEEK,
+    accuracyPct: 66.67,
     tokensM: 18.037757,
     costUsd: 0.552406,
     emphasized: true,
@@ -35,18 +40,18 @@ export const DATA_BENCH: BenchResult[] = [
   {
     kind: "claude",
     framework: "Claude Code",
-    model: MODEL,
-    accuracyPct: 66.7,
-    tokensM: 21.166305,
-    costUsd: 0.640706,
+    model: OPUS,
+    accuracyPct: 53.33,
+    tokensM: 22.197759,
+    costUsd: 38.479975,
   },
   {
     kind: "codex",
     framework: "OpenAI Codex",
-    model: MODEL,
-    accuracyPct: 46.7,
-    tokensM: 13.362259,
-    costUsd: 0.427011,
+    model: GPT,
+    accuracyPct: 53.33,
+    tokensM: 13.72473,
+    costUsd: 19.413715,
   },
 ];
 
@@ -54,46 +59,55 @@ export const CODE_BENCH: BenchResult[] = [
   {
     kind: "penguin",
     framework: "PenguinHarness",
-    model: MODEL,
-    accuracyPct: 50.0,
-    tokensM: 2.1,
-    costUsd: 0.0413,
+    model: DEEPSEEK,
+    accuracyPct: 71.25,
+    tokensM: 200.0,
+    costUsd: 3.812,
     emphasized: true,
   },
   {
     kind: "claude",
     framework: "Claude Code",
-    model: MODEL,
-    accuracyPct: 48.75,
-    tokensM: 2.0,
-    costUsd: 0.0483,
+    model: OPUS,
+    accuracyPct: 86.25,
+    tokensM: 151.61,
+    costUsd: 146.97,
   },
   {
     kind: "codex",
     framework: "OpenAI Codex",
-    model: MODEL,
-    accuracyPct: 42.5,
-    tokensM: 2.65,
-    costUsd: 0.0427,
+    model: GPT,
+    accuracyPct: 71.25,
+    tokensM: 251.2,
+    costUsd: 220.08,
   },
 ];
 
-/** 66.7 -> "66.7%" (chart caps). */
+/** 66.67 -> "66.67%" (chart caps). */
 export function formatPct(pct: number): string {
-  return `${pct.toFixed(1)}%`;
+  return `${pct.toFixed(2)}%`;
 }
 
-/** Table accuracy at suite precision: 66.7 (1dp) vs 48.75 (2dp). */
+/** Table accuracy; both suites publish at 2dp (10/15 -> 66.67, 57/80 -> 71.25). */
 export function formatAccuracy(pct: number, dp: number): string {
   return pct.toFixed(dp);
 }
 
-/** 18.037757 -> "18.0M" / 2.65 -> "2.65M" (chart caps at suite precision). */
-export function formatTokensM(tokens: number, dp = 1): string {
+/** 18.037757 -> "18.04M" / 200 -> "200.00M". */
+export function formatTokensM(tokens: number, dp = 2): string {
   return `${tokens.toFixed(dp)}M`;
 }
 
-/** Chart cost caps at suite precision: $0.55 vs $0.041. */
+/** Chart cost caps: $0.55 vs $220.08 — one format across a three-order-of-magnitude spread. */
 export function formatUsd(cost: number, dp = 2): string {
   return `$${cost.toFixed(dp)}`;
 }
+
+/**
+ * How many times more a rival spent for the same suite ($38.48 vs $0.55 -> 70). The
+ * headline claim is built from the data rather than typed into the copy, so it cannot
+ * drift when the numbers are refreshed.
+ */
+export function costMultiple(rival: BenchResult, ours: BenchResult): number {
+  return Math.round(rival.costUsd / ours.costUsd);
+}
diff --git a/packages/landing/src/lib/links.ts b/packages/landing/src/lib/links.ts
index 384c94d..f704214 100644
--- a/packages/landing/src/lib/links.ts
+++ b/packages/landing/src/lib/links.ts
@@ -11,8 +11,26 @@ export const LICENSE_URL = `${REPO_URL}/blob/main/LICENSE`;
  */
 export const DOCS_URL = `${import.meta.env.BASE_URL}docs/`;
 
-/** One-line installer (Linux / macOS, x64 / arm64, bundled Node runtime). */
-export const INSTALL_CMD = `curl -fsSL ${REPO_URL}/releases/latest/download/install.sh | sh`;
+/**
+ * One-line installer (Linux / macOS, x64 / arm64, bundled Node runtime).
+ * penguin.ooo/install.sh is this site's own public/install.sh — a thin forwarder
+ * to the latest GitHub release installer (Pages cannot serve real redirects).
+ */
+export const INSTALL_CMD = "curl -fsSL https://penguin.ooo/install.sh | sh";
+
+/**
+ * Demo videos live in the sibling `penguin-harness-community` repo rather than in this
+ * one: they are ~9 MB each, and this repo's whole history is ~17 MB, so committing them
+ * here would triple what every contributor clones for assets only the marketing site
+ * shows. Served by raw.githubusercontent with `accept-ranges: bytes` (seeking works),
+ * `access-control-allow-origin: *` and a 5-minute cache. The `application/octet-stream`
+ * content type does not block playback — `nosniff` is only enforced for scripts and
+ * styles, and `<video>` sniffs the container itself (verified in Chromium).
+ * Pair every embed with a poster and `preload="none"`: nothing is fetched until play.
+ */
+const COMMUNITY_RAW =
+  "https://github.com/Prism-Shadow/penguin-harness-community/raw/refs/heads/main";
+export const demoVideoUrl = (name: string): string => `${COMMUNITY_RAW}/videos/${name}.mp4`;
 
 /** API key consoles (same URLs the in-app Models page links to). */
 export const DEEPSEEK_KEYS_URL = "https://platform.deepseek.com/api_keys";
diff --git a/packages/landing/src/lib/strings-en.ts b/packages/landing/src/lib/strings-en.ts
index 99e57fd..67cf593 100644
--- a/packages/landing/src/lib/strings-en.ts
+++ b/packages/landing/src/lib/strings-en.ts
@@ -8,6 +8,14 @@ import type { Strings } from "./strings";
 export const en: Strings = {
   siteName: "PenguinHarness",
 
+  announcement: {
+    label: "Announcements",
+    prev: "Previous announcement",
+    next: "Next announcement",
+    models: "Kimi K3 and Qwen 3.8 Max are now available in PenguinHarness",
+    fireworks: "Claim $50 in Fireworks API credits with the AMD Developer Program",
+  },
+
   nav: {
     highlights: "Highlights",
     quickstart: "Quick start",
@@ -87,11 +95,33 @@ export const en: Strings = {
     ],
   },
 
+  compare: {
+    eyebrow: "vs. LangChain",
+    title: "The gap between 1× and 100×",
+    subtitle:
+      "With LangChain, you build agents by hand — at 1× speed. With PenguinHarness, agents build agents — at 100×.",
+    langchain: {
+      name: "LangChain",
+      speed: "1×",
+      mode: "Agents built by hand",
+      note: "Chains, tools and prompts written line by line — every app starts from zero.",
+    },
+    penguin: {
+      name: "PenguinHarness",
+      speed: "100×",
+      mode: "Agents built by agents",
+      note: "One sentence in — an Agent delivers scaffold, code and run instructions end to end.",
+    },
+  },
+
   selfImprove: {
     eyebrow: "The self-improvement loop",
     title: "Multi-agent collaboration makes evolution automatic",
     subtitle:
       "The Optimizer orchestrates multiple Evaluators to score the Target Agent in parallel, uses the scores and run traces to find where points were lost, and upgrades the Agent from version N to N+1 — with a snapshot before every round.",
+    videoLabel: "Self-improvement demo video",
+    videoCaption:
+      "The self-improvement loop end to end: run the benchmark, find the lost points, ship the next version.",
     nodeOptimizer: "Optimizer",
     nodeEvaluator: "Evaluator × N",
     nodeTarget: "Target Agent",
@@ -122,7 +152,7 @@ export const en: Strings = {
     tabCli: "CLI",
     webStep2: "Open the web interface",
     webStep2Desc:
-      "penguin web starts the local service and opens your browser; sign in with the built-in admin account admin / admin123 (change the password right after).",
+      "penguin web starts the local service and opens your browser; sign in with the built-in admin account admin / penguin-2026 (change the password right after).",
     webCmd: "penguin web   # opens http://127.0.0.1:7364",
     webStep3: "Configure a model in the UI and start chatting",
     webStep3Desc:
@@ -136,11 +166,12 @@ export const en: Strings = {
     tabDeepseek: "DeepSeek",
     tabOpenrouter: "OpenRouter",
     deepseekCmd: `penguin config model add \\
+  --provider deepseek \\
   --model-id deepseek-v4-pro \\
   --api-key sk-your-deepseek-key \\
   --set-default`,
     deepseekNote:
-      "The provider is inferred as deepseek automatically; omit --api-key to fall back to the DEEPSEEK_API_KEY environment variable.",
+      "A model is always referenced by the (provider, model_id) pair, so --provider is required; omit --api-key to fall back to the DEEPSEEK_API_KEY environment variable.",
     openrouterCmd: `penguin config model add \\
   --provider openrouter \\
   --model-id deepseek/deepseek-v4-pro \\
@@ -155,19 +186,29 @@ export const en: Strings = {
   --message "Analyze data.csv and summarize quarterly sales"`,
   },
 
-  showcase: {
-    eyebrow: "Use cases",
-    title: "Daily tasks + zero-code AI development",
+  cases: {
+    eyebrow: "Cases",
+    title: "From one sentence to a running app",
     subtitle:
-      "Hand recurring chores to an Agent that runs around the clock — and go from a one-sentence request to a runnable Agent app without writing a line of code.",
-    tagChat: "Zero-code AI development",
-    captionChat:
-      "Development by conversation: the Agent builds an Agent app from scratch, tools really execute",
-    tagTraces: "Daily tasks",
-    captionTraces:
-      "Autonomous runs, fully replayable: every request and tool call with usage and timing",
-    tagBenchmark: "Continuous evolution",
-    captionBenchmark: "Built-in Benchmark scoreboards — scores climb with every round",
+      "Hand the requirement to an Agent and get a runnable result end to end — more cases are on the way.",
+    tabs: [
+      {
+        label: "RAG app",
+        prompt:
+          "Collect the docs from https://github.com/ericbuess/claude-code-docs and build a RAG app that answers Claude Code questions as a configuration expert, citing its sources.",
+        caption:
+          "The generated RAG app: a Claude Code docs expert answering with cited, clickable sources and example questions",
+        cost: "And generating this entire RAG app burned just $0.02 (¥0.2) of tokens — on DeepSeek V4 Pro.",
+      },
+      {
+        label: "2D penguin sled game",
+        prompt:
+          "Build a cute Antarctic penguin sledding game: Space to jump the rocks, with speed and difficulty ramping up over time.",
+        caption:
+          "The generated mini game: an Antarctic penguin sleds and jumps rocks, with live scoring and rising difficulty",
+        cost: "",
+      },
+    ],
   },
 
   contract: {
@@ -224,9 +265,9 @@ export const en: Strings = {
 
   benchmark: {
     eyebrow: "Benchmark",
-    title: "Same model, equal or better quality, lower cost",
+    title: "Each with its flagship model — comparable quality, 1-2 orders of magnitude cheaper",
     subtitle:
-      "All runs use the same DeepSeek V4 Pro model — head-to-head against Claude Code and OpenAI Codex on two suites.",
+      "Every product runs the model it is normally paired with, head-to-head against Claude Code and OpenAI Codex on two suites: comparable accuracy, tens of times the difference in spend.",
     higherBetter: "higher is better",
     lowerBetter: "lower is better",
     dimScore: "Accuracy",
@@ -234,12 +275,14 @@ export const en: Strings = {
     dimCost: "Cost",
     dataTitle: "Complex data analysis",
     dataDesc:
-      "Ties Claude Code on accuracy and clearly beats OpenAI Codex — with fewer Tokens at lower cost.",
+      "Best accuracy of the three (66.67%, against 53.33% for both rivals), at 1/35 of OpenAI Codex's cost and 1/70 of Claude Code's.",
     dataFootnote:
-      "15 complex data-analysis tasks · averaged over 1 run · cost estimated at official pricing.",
+      "15 complex data-analysis tasks · single run · Tokens and cost are suite totals · estimated at official pricing.",
     codeTitle: "Coding tasks",
-    codeDesc: "Highest accuracy of the three at the lowest per-run cost.",
-    codeFootnote: "40 coding tasks · averaged over 2 runs · cost estimated at official pricing.",
+    codeDesc:
+      "Ties OpenAI Codex on accuracy (71.25%) and trails Claude Code (86.25%) — at 1/58 and 1/39 of their cost.",
+    codeFootnote:
+      "40 coding tasks × 2 runs (accuracy over all 80 outcomes) · Tokens and cost are suite totals · estimated at official pricing.",
     colFramework: "Framework",
     colModel: "Model",
     colAccuracy: "Accuracy (%)",
@@ -251,6 +294,7 @@ export const en: Strings = {
     eyebrow: "Features",
     title: "The full capability set, one desktop-grade UI",
     subtitle: "One-to-one with the web interface's menu — installed means ready.",
+    more: "and more…",
     items: [
       {
         title: "Multi-session chat",
@@ -315,6 +359,18 @@ export const en: Strings = {
     ],
   },
 
+  community: {
+    eyebrow: "Community",
+    title: "Join the community and build with us",
+    subtitle: "Discuss, ask, contribute — your first Issue is the best way to start.",
+    items: {
+      discord: { name: "Discord", desc: "Chat with us and other developers in real time." },
+      x: { name: "X (Twitter)", desc: "Follow the latest product and team updates." },
+      wechat: { name: "WeChat group", desc: "Chinese community discussions and support." },
+      github: { name: "GitHub", desc: "Stars, Issues, and PRs all welcome." },
+    },
+  },
+
   cta: {
     title: "Complex AI development, made ever simpler",
     subtitle:
diff --git a/packages/landing/src/lib/strings.ts b/packages/landing/src/lib/strings.ts
index 590c887..5685840 100644
--- a/packages/landing/src/lib/strings.ts
+++ b/packages/landing/src/lib/strings.ts
@@ -9,6 +9,14 @@
 export const zh = {
   siteName: "PenguinHarness",
 
+  announcement: {
+    label: "公告",
+    prev: "上一条公告",
+    next: "下一条公告",
+    models: "Kimi K3 与 Qwen 3.8 Max 模型现已在 PenguinHarness 可用",
+    fireworks: "携手 AMD 开发者计划：$50 Fireworks API 额度免费领取中",
+  },
+
   nav: {
     highlights: "特色",
     quickstart: "快速开始",
@@ -91,11 +99,32 @@ export const zh = {
     ],
   },
 
+  compare: {
+    eyebrow: "对比 LangChain",
+    title: "1× 与 100× 的差距",
+    subtitle:
+      "使用 LangChain，以 1 倍速度人工构建 Agent；使用 PenguinHarness，以 100 倍速度用 Agent 构建 Agent。",
+    langchain: {
+      name: "LangChain",
+      speed: "1×",
+      mode: "人工构建 Agent",
+      note: "逐行编写链路、工具与提示词，每个应用都从零开始。",
+    },
+    penguin: {
+      name: "PenguinHarness",
+      speed: "100×",
+      mode: "Agent 构建 Agent",
+      note: "一句话需求，Agent 端到端交付脚手架、代码与运行说明。",
+    },
+  },
+
   selfImprove: {
     eyebrow: "自我提升循环",
     title: "多 Agent 协作，进化自动发生",
     subtitle:
       "Optimizer 组织多个 Evaluator 为 Target Agent 并行打分，依据分数与运行轨迹定位失分原因，把 Agent 从版本 N 优化到版本 N+1——每一轮都有快照，随时可回退。",
+    videoLabel: "自我进化演示视频",
+    videoCaption: "自我进化演示：Agent 跑评测、定位失分点、发布下一版——完整一轮。",
     nodeOptimizer: "Optimizer",
     nodeEvaluator: "Evaluator × N",
     nodeTarget: "Target Agent",
@@ -126,7 +155,7 @@ export const zh = {
     tabCli: "命令行",
     webStep2: "启动 Web 界面",
     webStep2Desc:
-      "penguin web 启动本地服务并打开浏览器，用内置管理员 admin / admin123 登录（登录后请尽快修改密码）。",
+      "penguin web 启动本地服务并打开浏览器，用内置管理员 admin / penguin-2026 登录（登录后请尽快修改密码）。",
     webCmd: "penguin web   # 打开 http://127.0.0.1:7364",
     webStep3: "在界面里配置模型，开始对话",
     webStep3Desc:
@@ -139,10 +168,12 @@ export const zh = {
     tabDeepseek: "DeepSeek",
     tabOpenrouter: "OpenRouter",
     deepseekCmd: `penguin config model add \\
+  --provider deepseek \\
   --model-id deepseek-v4-pro \\
   --api-key sk-your-deepseek-key \\
   --set-default`,
-    deepseekNote: "provider 自动推断为 deepseek；省略 --api-key 时回退环境变量 DEEPSEEK_API_KEY。",
+    deepseekNote:
+      "模型引用始终是 (provider, model_id) 二元组，--provider 必填；省略 --api-key 时回退环境变量 DEEPSEEK_API_KEY。",
     openrouterCmd: `penguin config model add \\
   --provider openrouter \\
   --model-id deepseek/deepseek-v4-pro \\
@@ -155,17 +186,25 @@ export const zh = {
   --message "分析 data.csv，输出各季度销售额汇总"`,
   },
 
-  showcase: {
-    eyebrow: "使用场景",
-    title: "日常任务 + 零代码 AI 研发",
-    subtitle:
-      "把重复琐事交给 Agent 全天候自主执行；不写一行代码，从一句需求到可运行的 Agent 应用。",
-    tagChat: "零代码 AI 研发",
-    captionChat: "对话即开发：Agent 从零构建一个 Agent 应用，工具真实执行",
-    tagTraces: "日常任务",
-    captionTraces: "自主执行全程可回放：每次请求与工具调用、用量与耗时全量可查",
-    tagBenchmark: "持续进化",
-    captionBenchmark: "内建 Benchmark 记分板，分数随进化不断上升",
+  cases: {
+    eyebrow: "案例",
+    title: "从一句话到可运行的应用",
+    subtitle: "把需求交给 Agent，端到端拿到可运行的结果；更多案例陆续加入。",
+    tabs: [
+      {
+        label: "RAG 应用",
+        prompt:
+          "收集 https://github.com/ericbuess/claude-code-docs 的文档，做一个化身 Claude Code 配置专家、回答带来源引用的 RAG 问答应用。",
+        caption: "生成的 RAG 应用成品：Claude Code 配置专家，回答带可点击的来源引用与示例问题",
+        cost: "而生成整个 RAG 应用，仅消耗了 0.2 元（$0.02）的 token——使用 DeepSeek V4 Pro 模型。",
+      },
+      {
+        label: "2D 企鹅雪橇小游戏",
+        prompt: "做一个可爱的南极企鹅滑雪橇越野小游戏：空格起跳跃过石头，速度与难度随时间上升。",
+        caption: "生成的小游戏成品：南极企鹅滑雪橇跳石头越野，实时计分，难度渐进",
+        cost: "",
+      },
+    ],
   },
 
   contract: {
@@ -220,20 +259,24 @@ export const zh = {
 
   benchmark: {
     eyebrow: "Benchmark",
-    title: "同一模型，效果同级或更好，消耗更低",
+    title: "各用各的旗舰模型，效果同级，成本低一到两个数量级",
     subtitle:
-      "全部使用同一 DeepSeek V4 Pro 模型，与 Claude Code、OpenAI Codex 在两套题库上正面对比。",
+      "每个产品搭配它常用的模型，与 Claude Code、OpenAI Codex 在两套题库上正面对比：准确率同级，花的钱差出几十倍。",
     higherBetter: "越高越好",
     lowerBetter: "越低越好",
     dimScore: "准确率",
     dimTokens: "Token 用量",
     dimCost: "成本",
     dataTitle: "复杂数据分析",
-    dataDesc: "与 Claude Code 准确率持平、显著超过 OpenAI Codex，同时 Token 与成本更低。",
-    dataFootnote: "15 道复杂数据分析任务 · 1 次运行取均值 · 成本按官方计价估算。",
+    dataDesc:
+      "三者中准确率最高（66.67%，另两者均为 53.33%），成本只有 OpenAI Codex 的 1/35、Claude Code 的 1/70。",
+    dataFootnote:
+      "15 道复杂数据分析任务 · 单次运行 · Token 与成本为全套题目合计 · 按官方计价估算。",
     codeTitle: "代码任务",
-    codeDesc: "三者中准确率最高、单次成本最低。",
-    codeFootnote: "40 道代码任务 · 2 次运行取均值 · 成本按官方计价估算。",
+    codeDesc:
+      "准确率与 OpenAI Codex 持平（71.25%）、低于 Claude Code（86.25%），但成本只有前者的 1/58、后者的 1/39。",
+    codeFootnote:
+      "40 道代码任务 × 2 次运行（准确率取全部 80 次结果）· Token 与成本为全套题目合计 · 按官方计价估算。",
     colFramework: "实验框架",
     colModel: "模型名称",
     colAccuracy: "准确率（%）",
@@ -245,6 +288,7 @@ export const zh = {
     eyebrow: "主要功能",
     title: "桌面级界面里的完整能力",
     subtitle: "与 Web 界面的菜单一一对应，装好即用。",
+    more: "以及更多……",
     items: [
       {
         title: "多 Session 会话",
@@ -309,6 +353,18 @@ export const zh = {
     ],
   },
 
+  community: {
+    eyebrow: "社区",
+    title: "加入社区，一起共建",
+    subtitle: "讨论、提问、贡献——你的第一个 Issue 就是最好的开始。",
+    items: {
+      discord: { name: "Discord", desc: "与我们和其他开发者实时交流。" },
+      x: { name: "X（Twitter）", desc: "关注产品与团队的最新动态。" },
+      wechat: { name: "微信群", desc: "中文社区讨论与互助。" },
+      github: { name: "GitHub", desc: "Star、Issue 与 PR 都欢迎。" },
+    },
+  },
+
   cta: {
     title: "让复杂的 AI 开发越来越简单",
     subtitle:
diff --git a/packages/landing/src/lib/use-scroll-spy.ts b/packages/landing/src/lib/use-scroll-spy.ts
new file mode 100644
index 0000000..338b103
--- /dev/null
+++ b/packages/landing/src/lib/use-scroll-spy.ts
@@ -0,0 +1,48 @@
+/**
+ * Live scroll-spy for the landing nav: returns the id of the LAST section whose
+ * anchor top has crossed the activation line under the sticky header, or null
+ * while the viewport is still above the first section (the hero). Scroll events
+ * are captured at the document level so any scrolling container works, and
+ * positions are measured with viewport rects (rAF-throttled).
+ */
+import { useEffect, useState } from "react";
+
+/** Just below the sticky header plus the .section-anchor scroll margin (5.5rem). */
+const ACTIVATION_LINE_PX = 96;
+
+export function useScrollSpy(ids: readonly string[]): string | null {
+  const [active, setActive] = useState<string | null>(null);
+  const key = ids.join("|");
+
+  useEffect(() => {
+    if (ids.length === 0) {
+      setActive(null);
+      return;
+    }
+    let raf = 0;
+    const measure = () => {
+      raf = 0;
+      let current: string | null = null;
+      for (const id of ids) {
+        const el = document.getElementById(id);
+        if (el && el.getBoundingClientRect().top <= ACTIVATION_LINE_PX) current = id;
+      }
+      setActive(current);
+    };
+    const schedule = () => {
+      if (raf === 0) raf = requestAnimationFrame(measure);
+    };
+    measure();
+    document.addEventListener("scroll", schedule, { capture: true, passive: true });
+    window.addEventListener("resize", schedule);
+    return () => {
+      document.removeEventListener("scroll", schedule, { capture: true });
+      window.removeEventListener("resize", schedule);
+      if (raf) cancelAnimationFrame(raf);
+    };
+    // The id list is captured via its joined key.
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [key]);
+
+  return active;
+}
diff --git a/packages/landing/src/pages/home.tsx b/packages/landing/src/pages/home.tsx
index 2ef202c..a56df95 100644
--- a/packages/landing/src/pages/home.tsx
+++ b/packages/landing/src/pages/home.tsx
@@ -1,28 +1,32 @@
 /** Home: section composition, ordered to match the nav anchors. */
 import { Hero } from "../sections/hero";
 import { Pillars } from "../sections/pillars";
+import { Compare } from "../sections/compare";
 import { SelfImprove } from "../sections/self-improve";
 import { Quickstart } from "../sections/quickstart";
-import { Showcase } from "../sections/showcase";
+import { Cases } from "../sections/cases";
 import { Benchmark } from "../sections/benchmark";
 import { Contract } from "../sections/contract";
 import { Features } from "../sections/features";
 import { Security } from "../sections/security";
 import { Cta } from "../sections/cta";
+import { Community } from "../sections/community";
 
 export function HomePage() {
   return (
     <>
       <Hero />
       <Pillars />
+      <Compare />
       <SelfImprove />
       <Quickstart />
-      <Showcase />
+      <Cases />
       <Benchmark />
       <Contract />
       <Features />
       <Security />
       <Cta />
+      <Community />
     </>
   );
 }
diff --git a/packages/landing/src/router.tsx b/packages/landing/src/router.tsx
index fdc49d6..51e4ad2 100644
--- a/packages/landing/src/router.tsx
+++ b/packages/landing/src/router.tsx
@@ -6,6 +6,7 @@
 import { useEffect } from "react";
 import { BrowserRouter, Navigate, Outlet, Route, Routes, useLocation } from "react-router";
 import { DOCS_URL } from "./lib/links";
+import { AnnouncementBar } from "./components/announcement-bar";
 import { Nav } from "./components/nav";
 import { Footer } from "./components/footer";
 import { NeonBackground } from "./components/neon-bg";
@@ -56,6 +57,7 @@ function Layout() {
   return (
     <div className="relative flex min-h-full flex-col">
       <NeonBackground />
+      <AnnouncementBar />
       <Nav />
       <main className="flex-1">
         <Outlet />
diff --git a/packages/landing/src/sections/benchmark.tsx b/packages/landing/src/sections/benchmark.tsx
index 223bee9..0eafb35 100644
--- a/packages/landing/src/sections/benchmark.tsx
+++ b/packages/landing/src/sections/benchmark.tsx
@@ -1,9 +1,9 @@
 /**
- * Benchmark section: two suites (complex data analysis + coding tasks), same model
- * everywhere, rendered in one identical format — three small multiples (accuracy /
- * Tokens / cost, one measure per axis) plus a five-column table of per-run means
- * (framework / model / accuracy % / Tokens M / cost $). Suite specifics (case count,
- * runs, thinking level, timeout, pricing) sit in a small footnote under each table.
+ * Benchmark section: two suites (complex data analysis + coding tasks), each harness on
+ * the model it is normally paired with, rendered in one identical format — three small
+ * multiples (accuracy / Tokens / cost, one measure per axis) plus a five-column table of
+ * suite totals (framework / model / accuracy % / Tokens M / cost $). Suite specifics
+ * (case count, runs, thinking level, timeout, pricing) sit in a footnote under each table.
  * Emphasis form: PenguinHarness wears the brand hue, competitors the de-emphasis
  * gray; per-bar identity comes from logo+name labels, every cap is value-labeled,
  * and the exact table relieves the sub-3:1 gray fills.
@@ -40,6 +40,13 @@ const VIEW_H = 210;
 const PLOT_TOP = 28;
 const BASELINE = 168;
 const BAR_W = 24;
+/**
+ * Shortest a bar may render. At true scale the cost panels put PenguinHarness at ~1.6px
+ * against a 140px plot (the spread is ~70x), which reads as an empty slot rather than a
+ * winning series. The floor keeps it visible while still plainly the smallest bar, and
+ * every cap carries its exact value.
+ */
+const MIN_BAR_H = 12;
 
 function BarPanel({
   title,
@@ -77,7 +84,7 @@ function BarPanel({
       >
         {rows.map((row, i) => {
           const v = values[i] ?? 0;
-          const h = ((v - lo) / (hi - lo)) * (BASELINE - PLOT_TOP);
+          const h = Math.max(MIN_BAR_H, ((v - lo) / (hi - lo)) * (BASELINE - PLOT_TOP));
           const yTop = BASELINE - h;
           const cx = slot * i + slot / 2;
           return (
@@ -248,9 +255,9 @@ export function Benchmark() {
           title={S.benchmark.dataTitle}
           desc={S.benchmark.dataDesc}
           rows={DATA_BENCH}
-          accDp={1}
+          accDp={2}
           tokenDp={2}
-          costDp={3}
+          costDp={2}
           footnote={S.benchmark.dataFootnote}
         />
         <SuiteBlock
@@ -259,7 +266,7 @@ export function Benchmark() {
           rows={CODE_BENCH}
           accDp={2}
           tokenDp={2}
-          costDp={3}
+          costDp={2}
           footnote={S.benchmark.codeFootnote}
         />
       </div>
diff --git a/packages/landing/src/sections/cases.tsx b/packages/landing/src/sections/cases.tsx
new file mode 100644
index 0000000..23c7f8b
--- /dev/null
+++ b/packages/landing/src/sections/cases.tsx
@@ -0,0 +1,142 @@
+/**
+ * Use-case gallery as switchable tabs — the RAG docs expert and the penguin sled
+ * game, each shown as its FINISHED PRODUCT (mockup shots matched to the visitor's
+ * locale and theme) under its condensed one-sentence prompt. Tab order follows
+ * S.cases.tabs; CASE_SHOTS is index-aligned with it. A tab may carry a `cost`
+ * line (the RAG one does) — an emphasized token-cost hook under the caption.
+ */
+import { useState } from "react";
+import { S } from "../lib/strings";
+import { useLocale } from "../state/locale";
+import type { Locale } from "../state/locale";
+import { Section } from "../components/section";
+import { BrowserFrame } from "../components/browser-frame";
+import { demoVideoUrl } from "../lib/links";
+import ragAppZhLight from "../assets/rag-app-zh-light.webp";
+import ragAppZhDark from "../assets/rag-app-zh-dark.webp";
+import ragAppEnLight from "../assets/rag-app-en-light.webp";
+import ragAppEnDark from "../assets/rag-app-en-dark.webp";
+import gameZhLight from "../assets/game-zh-light.webp";
+import gameZhDark from "../assets/game-zh-dark.webp";
+import gameEnLight from "../assets/game-en-light.webp";
+import gameEnDark from "../assets/game-en-dark.webp";
+
+type ShotSet = Record<Locale, { light: string; dark: string }>;
+
+/**
+ * Demo recording for a case, index-aligned with S.cases.tabs; null where the finished
+ * product is still shown as a still. The community-hosted file only downloads on play
+ * (preload="none"), and the matching screenshot doubles as the poster — so a video tab
+ * costs a visitor exactly what an image tab already did until they press play.
+ */
+const CASE_VIDEOS: Array<Record<Locale, string> | null> = [
+  { zh: demoVideoUrl("rag_zh"), en: demoVideoUrl("rag_en") },
+  null,
+];
+
+/** Finished-product shots, index-aligned with S.cases.tabs. */
+const CASE_SHOTS: ShotSet[] = [
+  {
+    zh: { light: ragAppZhLight, dark: ragAppZhDark },
+    en: { light: ragAppEnLight, dark: ragAppEnDark },
+  },
+  {
+    zh: { light: gameZhLight, dark: gameZhDark },
+    en: { light: gameEnLight, dark: gameEnDark },
+  },
+];
+
+export function Cases() {
+  const { locale } = useLocale();
+  const tabs = S.cases.tabs;
+  const [active, setActive] = useState(0);
+  const tab = tabs[active] ?? tabs[0]!;
+  const shots = (CASE_SHOTS[active] ?? CASE_SHOTS[0]!)[locale];
+  const video = (CASE_VIDEOS[active] ?? null)?.[locale];
+
+  return (
+    <Section id="cases" eyebrow={S.cases.eyebrow} title={S.cases.title} subtitle={S.cases.subtitle}>
+      <div
+        role="tablist"
+        aria-label={S.cases.eyebrow}
+        className="flex flex-wrap justify-center gap-2"
+      >
+        {tabs.map((t, i) => (
+          <button
+            key={t.label}
+            type="button"
+            role="tab"
+            aria-selected={i === active}
+            onClick={() => setActive(i)}
+            className={`rounded-full border px-3.5 py-1.5 text-sm transition-colors ${
+              i === active
+                ? "border-gray-900 bg-gray-900 text-white dark:border-gray-100 dark:bg-gray-100 dark:text-gray-900"
+                : "border-gray-200 text-gray-600 hover:bg-gray-50 dark:border-gray-800 dark:text-gray-400 dark:hover:bg-gray-900"
+            }`}
+          >
+            {t.label}
+          </button>
+        ))}
+      </div>
+
+      <figure role="tabpanel" className="anim-fade mx-auto mt-8 max-w-5xl" key={tab.label}>
+        <div className="mx-auto mb-5 w-fit max-w-full overflow-x-auto rounded-xl border border-gray-200 bg-gray-50 px-4 py-2.5 dark:border-gray-800 dark:bg-gray-900">
+          <code className="font-mono text-[13px] whitespace-nowrap text-gray-800 dark:text-gray-200">
+            <span className="mr-2 text-gray-400 select-none dark:text-gray-500">&gt;</span>
+            {tab.prompt}
+          </code>
+        </div>
+        <BrowserFrame>
+          {/* Light/dark are two elements rather than one with a swapped source: a <video>
+              takes a single poster, and the theme-matched still is what stands in for the
+              recording before play. Only the visible one's poster is ever fetched. */}
+          {video ? (
+            <>
+              <video
+                src={video}
+                poster={shots.light}
+                controls
+                preload="none"
+                playsInline
+                aria-label={tab.caption}
+                className="block h-auto w-full bg-gray-950 dark:hidden"
+              />
+              <video
+                src={video}
+                poster={shots.dark}
+                controls
+                preload="none"
+                playsInline
+                aria-label={tab.caption}
+                className="hidden h-auto w-full bg-gray-950 dark:block"
+              />
+            </>
+          ) : (
+            <>
+              <img
+                src={shots.light}
+                alt={tab.caption}
+                loading="lazy"
+                className="block h-auto w-full dark:hidden"
+              />
+              <img
+                src={shots.dark}
+                alt={tab.caption}
+                loading="lazy"
+                className="hidden h-auto w-full dark:block"
+              />
+            </>
+          )}
+        </BrowserFrame>
+        <figcaption className="mt-3 text-center text-xs text-gray-500 dark:text-gray-400">
+          {tab.caption}
+        </figcaption>
+        {tab.cost && (
+          <p className="mt-2 text-center text-[13px] font-semibold text-brand-700 dark:text-brand-300">
+            {tab.cost}
+          </p>
+        )}
+      </figure>
+    </Section>
+  );
+}
diff --git a/packages/landing/src/sections/community.tsx b/packages/landing/src/sections/community.tsx
new file mode 100644
index 0000000..f1c8126
--- /dev/null
+++ b/packages/landing/src/sections/community.tsx
@@ -0,0 +1,49 @@
+/**
+ * Community links, closing the page: Discord / X / WeChat group / GitHub as
+ * outbound cards — discuss, follow, and build with us.
+ */
+import { S } from "../lib/strings";
+import { REPO_URL } from "../lib/links";
+import { Section } from "../components/section";
+import { ArrowRightIcon } from "../components/icons";
+
+const HREFS = {
+  discord: "https://discord.gg/eFHKqqcU3D",
+  x: "https://x.com/code_hiyouga",
+  wechat: "https://github.com/Prism-Shadow/penguin-harness-community/blob/main/wechat/group.jpg",
+  github: REPO_URL,
+} as const;
+
+export function Community() {
+  const items = (Object.keys(HREFS) as Array<keyof typeof HREFS>).map((key) => ({
+    key,
+    href: HREFS[key],
+    ...S.community.items[key],
+  }));
+  return (
+    <Section
+      id="community"
+      eyebrow={S.community.eyebrow}
+      title={S.community.title}
+      subtitle={S.community.subtitle}
+    >
+      <div className="mx-auto grid max-w-4xl gap-4 sm:grid-cols-2 lg:grid-cols-4">
+        {items.map((item) => (
+          <a
+            key={item.key}
+            href={item.href}
+            target="_blank"
+            rel="noreferrer"
+            className="group rounded-xl border border-gray-200 bg-white p-5 transition-colors hover:border-gray-300 dark:border-gray-800 dark:bg-gray-900 dark:hover:border-gray-700"
+          >
+            <p className="flex items-center justify-between text-[15px] font-semibold tracking-tight">
+              {item.name}
+              <ArrowRightIcon className="h-4 w-4 text-gray-400 transition-transform group-hover:translate-x-0.5 group-hover:text-gray-600 dark:group-hover:text-gray-300" />
+            </p>
+            <p className="mt-1.5 text-sm leading-6 text-gray-600 dark:text-gray-400">{item.desc}</p>
+          </a>
+        ))}
+      </div>
+    </Section>
+  );
+}
diff --git a/packages/landing/src/sections/compare.tsx b/packages/landing/src/sections/compare.tsx
new file mode 100644
index 0000000..5e5f665
--- /dev/null
+++ b/packages/landing/src/sections/compare.tsx
@@ -0,0 +1,126 @@
+/**
+ * LangChain comparison: the 1x/100x story as two cards with a looping
+ * "construction" animation — on a shared cycle, the LangChain side lays one
+ * block at a time (still unfinished when the cycle resets) while the
+ * PenguinHarness side raises a whole skyline almost instantly and holds it.
+ * Reduced-motion users see both skylines complete.
+ */
+import type { CSSProperties, ReactNode } from "react";
+import { S } from "../lib/strings";
+import { Section } from "../components/section";
+
+/** Shared build cycle (s): both sides reset together so the pace gap is obvious. */
+const CYCLE_S = 7.2;
+
+function Block({
+  delay,
+  className,
+}: {
+  /** Seconds into the cycle when this block lands (applied as a negative delay). */
+  delay: number;
+  className: string;
+}) {
+  return (
+    <span
+      className={`anim-block rounded-[3px] ${className}`}
+      style={{ "--cycle": `${CYCLE_S}s`, animationDelay: `${delay - CYCLE_S}s` } as CSSProperties}
+    />
+  );
+}
+
+/** One slow tower: a block every ~1.15s — the cycle ends before it tops out. */
+function SlowBuild() {
+  return (
+    <div aria-hidden="true" className="flex h-28 items-end justify-center">
+      <span className="flex flex-col-reverse gap-1">
+        {Array.from({ length: 6 }, (_, i) => (
+          <Block key={i} delay={0.4 + i * 1.15} className="h-3 w-10 bg-gray-300 dark:bg-gray-600" />
+        ))}
+      </span>
+    </div>
+  );
+}
+
+/** A skyline of towers raised in a burst: every block lands within ~1.6s. */
+function FastBuild() {
+  const towers = [7, 9, 6, 8];
+  return (
+    <div aria-hidden="true" className="flex h-28 items-end justify-center gap-1.5">
+      {towers.map((height, k) => (
+        <span key={k} className="flex flex-col-reverse gap-1">
+          {Array.from({ length: height }, (_, j) => (
+            <Block
+              key={j}
+              delay={0.4 + k * 0.1 + j * 0.14}
+              className="h-2 w-7 bg-brand-500 dark:bg-brand-400"
+            />
+          ))}
+        </span>
+      ))}
+    </div>
+  );
+}
+
+function CompareCard({
+  name,
+  speed,
+  mode,
+  note,
+  emphasized = false,
+  children,
+}: {
+  name: string;
+  speed: string;
+  mode: string;
+  note: string;
+  emphasized?: boolean;
+  children: ReactNode;
+}) {
+  return (
+    <article
+      className={`rounded-xl border p-6 text-center sm:p-8 ${
+        emphasized
+          ? "border-brand-300 bg-brand-25 dark:border-brand-800 dark:bg-brand-950/40"
+          : "border-gray-200 bg-white dark:border-gray-800 dark:bg-gray-900"
+      }`}
+    >
+      <p
+        className={`text-sm font-semibold tracking-tight ${
+          emphasized ? "text-brand-700 dark:text-brand-300" : "text-gray-500 dark:text-gray-400"
+        }`}
+      >
+        {name}
+      </p>
+      <p
+        className={`mt-2 text-4xl font-semibold tracking-tight tabular-nums sm:text-5xl ${
+          emphasized ? "text-brand-600 dark:text-brand-300" : "text-gray-400 dark:text-gray-600"
+        }`}
+      >
+        {speed}
+      </p>
+      <div className="mt-5">{children}</div>
+      <p className="mt-5 text-[15px] font-medium text-gray-900 dark:text-gray-100">{mode}</p>
+      <p className="mt-2 text-sm leading-6 text-gray-600 dark:text-gray-400">{note}</p>
+    </article>
+  );
+}
+
+export function Compare() {
+  return (
+    <Section
+      id="compare"
+      eyebrow={S.compare.eyebrow}
+      title={S.compare.title}
+      subtitle={S.compare.subtitle}
+    >
+      <div className="mx-auto grid max-w-4xl gap-5 sm:grid-cols-2">
+        <CompareCard {...S.compare.langchain}>
+          <SlowBuild />
+        </CompareCard>
+        <CompareCard {...S.compare.penguin} emphasized>
+          <FastBuild />
+        </CompareCard>
+      </div>
+    </Section>
+  );
+}
diff --git a/packages/landing/src/sections/features.tsx b/packages/landing/src/sections/features.tsx
index 54ea562..0d8fdf8 100644
--- a/packages/landing/src/sections/features.tsx
+++ b/packages/landing/src/sections/features.tsx
@@ -1,10 +1,15 @@
 /**
- * Feature grid mirroring the Web App's menu: multi-session chat, agent hub, skill
- * library, scheduled tasks, subagents, cost center, trace view, agent evaluation,
- * multi-user management — icon + title + one-line description.
+ * Feature section in two layers: the three features with real captures
+ * (multi-session chat, trace view, agent evaluation) form switchable tabs whose
+ * active panel embeds the locale/theme-matched screenshot; the remaining
+ * features sit below as a plain card grid, closed by an "and more…" card.
  */
+import { useState } from "react";
 import { S } from "../lib/strings";
+import { useLocale } from "../state/locale";
+import type { Locale } from "../state/locale";
 import { Section } from "../components/section";
+import { BrowserFrame } from "../components/browser-frame";
 import {
   ActivityIcon,
   BarChartIcon,
@@ -16,6 +21,62 @@ import {
   SparklesIcon,
   UsersIcon,
 } from "../components/icons";
+import chatZhLight from "../assets/shots/chat-zh-light.webp";
+import chatZhDark from "../assets/shots/chat-zh-dark.webp";
+import chatEnLight from "../assets/shots/chat-en-light.webp";
+import chatEnDark from "../assets/shots/chat-en-dark.webp";
+import tracesZhLight from "../assets/shots/traces-zh-light.webp";
+import tracesZhDark from "../assets/shots/traces-zh-dark.webp";
+import tracesEnLight from "../assets/shots/traces-en-light.webp";
+import tracesEnDark from "../assets/shots/traces-en-dark.webp";
+import benchmarkZhLight from "../assets/shots/benchmark-zh-light.webp";
+import benchmarkZhDark from "../assets/shots/benchmark-zh-dark.webp";
+import benchmarkEnLight from "../assets/shots/benchmark-en-light.webp";
+import benchmarkEnDark from "../assets/shots/benchmark-en-dark.webp";
+
+type ShotSet = Record<Locale, { light: string; dark: string }>;
+
+const SHOTS: Record<"chat" | "traces" | "benchmark", ShotSet> = {
+  chat: {
+    zh: { light: chatZhLight, dark: chatZhDark },
+    en: { light: chatEnLight, dark: chatEnDark },
+  },
+  traces: {
+    zh: { light: tracesZhLight, dark: tracesZhDark },
+    en: { light: tracesEnLight, dark: tracesEnDark },
+  },
+  benchmark: {
+    zh: { light: benchmarkZhLight, dark: benchmarkZhDark },
+    en: { light: benchmarkEnLight, dark: benchmarkEnDark },
+  },
+};
+
+function ThemedShot({ set, alt }: { set: ShotSet; alt: string }) {
+  const { locale } = useLocale();
+  const pair = set[locale];
+  // Explicit intrinsic size (all shots are 1920x1200): reserves layout before the
+  // image loads, so switching tabs doesn't shift the page.
+  return (
+    <>
+      <img
+        src={pair.light}
+        alt={alt}
+        width={1920}
+        height={1200}
+        loading="lazy"
+        className="block h-auto w-full dark:hidden"
+      />
+      <img
+        src={pair.dark}
+        alt={alt}
+        width={1920}
+        height={1200}
+        loading="lazy"
+        className="hidden h-auto w-full dark:block"
+      />
+    </>
+  );
+}
 
 /** Icon order matches S.features.items. */
 const ICONS = [
@@ -30,7 +91,21 @@ const ICONS = [
   UsersIcon,
 ];
 
+/** Item indexes with a real capture, in tab order. */
+const SHOT_TABS: Array<{ index: number; shot: keyof typeof SHOTS }> = [
+  { index: 0, shot: "chat" },
+  { index: 6, shot: "traces" },
+  { index: 7, shot: "benchmark" },
+];
+
+/** The rest of the grid, in the original item order. */
+const PLAIN_INDEXES = [1, 2, 3, 4, 5, 8];
+
 export function Features() {
+  const [active, setActive] = useState(0);
+  const tab = SHOT_TABS[active] ?? SHOT_TABS[0]!;
+  const item = S.features.items[tab.index]!;
+
   return (
     <Section
       id="features"
@@ -38,12 +113,53 @@ export function Features() {
       title={S.features.title}
       subtitle={S.features.subtitle}
     >
-      <div className="grid gap-5 sm:grid-cols-2 lg:grid-cols-3">
-        {S.features.items.map((item, i) => {
-          const IconCmp = ICONS[i] ?? SparklesIcon;
+      <div
+        role="tablist"
+        aria-label={S.features.eyebrow}
+        className="flex flex-wrap justify-center gap-2"
+      >
+        {SHOT_TABS.map((t, i) => {
+          const tabItem = S.features.items[t.index]!;
+          const TabIcon = ICONS[t.index] ?? SparklesIcon;
+          const activeTab = i === active;
+          return (
+            <button
+              key={t.shot}
+              type="button"
+              role="tab"
+              aria-selected={activeTab}
+              onClick={() => setActive(i)}
+              className={`inline-flex items-center gap-1.5 rounded-full border px-3.5 py-1.5 text-sm transition-colors ${
+                activeTab
+                  ? "border-gray-900 bg-gray-900 text-white dark:border-gray-100 dark:bg-gray-100 dark:text-gray-900"
+                  : "border-gray-200 text-gray-600 hover:bg-gray-50 dark:border-gray-800 dark:text-gray-400 dark:hover:bg-gray-900"
+              }`}
+            >
+              <TabIcon className="h-3.5 w-3.5 shrink-0" />
+              {tabItem.title}
+            </button>
+          );
+        })}
+      </div>
+
+      <div role="tabpanel" className="anim-fade mx-auto mt-6 max-w-5xl" key={tab.shot}>
+        {/* Centered feature text above the shot — the tab chip already names it. */}
+        <p className="mx-auto mb-5 max-w-2xl text-center text-sm leading-6 text-gray-600 dark:text-gray-400">
+          {item.desc}
+        </p>
+        <BrowserFrame>
+          <ThemedShot set={SHOTS[tab.shot]} alt={item.title} />
+        </BrowserFrame>
+      </div>
+
+      {/* Features without a capture: the classic card grid, closed by "and more…". */}
+      <div className="mt-10 grid gap-5 sm:grid-cols-2 lg:grid-cols-3">
+        {PLAIN_INDEXES.map((index) => {
+          const plain = S.features.items[index]!;
+          const IconCmp = ICONS[index] ?? SparklesIcon;
           return (
             <article
-              key={item.title}
+              key={plain.title}
               className="relative overflow-hidden rounded-xl border border-gray-200 bg-white p-5 transition-colors hover:border-gray-300 dark:border-gray-800 dark:bg-gray-900 dark:hover:border-gray-700"
             >
               {/* Oversized faint icon as the card backdrop (decorative). */}
@@ -51,13 +167,16 @@ export function Features() {
                 strokeWidth={1.25}
                 className="pointer-events-none absolute -right-5 -bottom-5 h-26 w-26 text-gray-100 dark:text-gray-800"
               />
-              <h3 className="relative text-[15px] font-semibold tracking-tight">{item.title}</h3>
+              <h3 className="relative text-[15px] font-semibold tracking-tight">{plain.title}</h3>
               <p className="relative mt-2 text-sm leading-6 text-gray-600 dark:text-gray-400">
-                {item.desc}
+                {plain.desc}
               </p>
             </article>
           );
         })}
+        <article className="flex items-center justify-center rounded-xl border border-dashed border-gray-300 p-5 text-sm text-gray-400 dark:border-gray-700 dark:text-gray-500">
+          {S.features.more}
+        </article>
       </div>
     </Section>
   );
diff --git a/packages/landing/src/sections/self-improve.tsx b/packages/landing/src/sections/self-improve.tsx
index ad7272b..28ffde2 100644
--- a/packages/landing/src/sections/self-improve.tsx
+++ b/packages/landing/src/sections/self-improve.tsx
@@ -6,8 +6,14 @@
  * real axes and ticks, each line growing from zero rightwards on a slow loop.
  * Illustrative; all colors are theme-aware Tailwind fill/stroke classes.
  */
+import { useEffect, useRef } from "react";
 import { S } from "../lib/strings";
 import { Section } from "../components/section";
+import { DemoVideo } from "../components/demo-video";
+import { demoVideoUrl } from "../lib/links";
+import { useLocale } from "../state/locale";
+import evoPosterZh from "../assets/evo-poster-zh.webp";
+import evoPosterEn from "../assets/evo-poster-en.webp";
 
 /** Rounded node with a centered label and an optional version pill. */
 function Node({
@@ -146,9 +152,17 @@ const EDGE_BENCH_OLD = "M295,208 L163,294";
 const EDGE_BENCH_NEW = "M425,208 L557,294";
 const EDGE_EVOLVE = "M216,324 L504,324";
 
+/** Draw-loop timing, mirroring the old CSS keyframes: grow, hold, fade, repeat. */
+const CYCLE_S = 4.6;
+const DRAW_END = 0.55;
+const HOLD_END = 0.84;
+const easeInOut = (t: number) => (t < 0.5 ? 2 * t * t : 1 - 2 * (1 - t) * (1 - t));
+
 /**
- * Outcome trend chart with proper axes and ticks; the line grows from zero
- * rightwards (pathLength-normalized draw animation looping in styles.css).
+ * Outcome trend chart with proper axes and ticks; a single rAF clock grows the
+ * line from zero rightwards and carries a value label on the moving head — the
+ * number changes as the curve climbs (or falls), so the trend reads at a glance.
+ * Reduced-motion users see the finished line with its final value.
  */
 function TrendChart({
   label,
@@ -156,28 +170,75 @@ function TrendChart({
   points,
   yTicks,
   xTicks,
-  delay,
+  phase,
+  format,
 }: {
   label: string;
   hint: string;
   points: number[];
   yTicks: number[];
   xTicks: Array<{ at: number; text: string }>;
-  delay: string;
+  /** Seconds this chart runs ahead of the shared cycle (staggers the trio). */
+  phase: number;
+  format: (v: number) => string;
 }) {
   const W = 210;
   const H = 112;
-  const M = { left: 34, right: 10, top: 10, bottom: 20 };
+  const M = { left: 34, right: 10, top: 16, bottom: 20 };
   const yMax = Math.max(...yTicks);
   const yMin = Math.min(...yTicks);
   const px = (i: number) => M.left + (i / (points.length - 1)) * (W - M.left - M.right);
   const py = (v: number) => M.top + ((yMax - v) / (yMax - yMin || 1)) * (H - M.top - M.bottom);
   const path = points.map((v, i) => `${i === 0 ? "M" : "L"}${px(i)},${py(v)}`).join(" ");
-  const lastX = px(points.length - 1);
-  const lastY = py(points[points.length - 1] ?? 0);
   const axis = "stroke-gray-200 dark:stroke-gray-800";
   const tickText = "fill-gray-400 text-[8.5px] tabular-nums dark:fill-gray-500";
 
+  const fadeRef = useRef<SVGGElement>(null);
+  const pathRef = useRef<SVGPathElement>(null);
+  const headRef = useRef<SVGGElement>(null);
+  const labelRef = useRef<SVGTextElement>(null);
+
+  useEffect(() => {
+    const fade = fadeRef.current;
+    const line = pathRef.current;
+    const head = headRef.current;
+    const value = labelRef.current;
+    if (!fade || !line || !head || !value) return;
+
+    const apply = (p: number, opacity: number) => {
+      line.style.strokeDashoffset = String(1 - p);
+      const f = p * (points.length - 1);
+      const i0 = Math.floor(f);
+      const i1 = Math.min(points.length - 1, i0 + 1);
+      const v = (points[i0] ?? 0) + ((points[i1] ?? 0) - (points[i0] ?? 0)) * (f - i0);
+      const x = px(f);
+      const y = py(v);
+      head.setAttribute("transform", `translate(${x}, ${y})`);
+      value.textContent = format(v);
+      value.setAttribute("x", String(Math.min(W - M.right - 10, Math.max(M.left + 12, x))));
+      value.setAttribute("y", String(Math.max(10, y - 9)));
+      fade.style.opacity = String(opacity);
+    };
+
+    if (window.matchMedia("(prefers-reduced-motion: reduce)").matches) {
+      apply(1, 1);
+      return;
+    }
+    let raf = 0;
+    const t0 = performance.now();
+    const tick = (now: number) => {
+      const t = (((now - t0) / 1000 + phase) % CYCLE_S) / CYCLE_S;
+      if (t < DRAW_END) apply(easeInOut(t / DRAW_END), 1);
+      else if (t < HOLD_END) apply(1, 1);
+      else apply(1, 1 - (t - HOLD_END) / (1 - HOLD_END));
+      raf = requestAnimationFrame(tick);
+    };
+    raf = requestAnimationFrame(tick);
+    return () => cancelAnimationFrame(raf);
+    // px/py are pure functions of the props below.
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [points, phase, format]);
+
   return (
     <div className="rounded-xl border border-gray-200 bg-white px-4 py-3 dark:border-gray-800 dark:bg-gray-900">
       <div className="flex items-baseline justify-between">
@@ -232,19 +293,28 @@ function TrendChart({
             </text>
           </g>
         ))}
-        <path
-          d={path}
-          pathLength={1}
-          fill="none"
-          strokeWidth={2}
-          strokeLinecap="round"
-          strokeLinejoin="round"
-          className="anim-line-draw stroke-brand-600 dark:stroke-brand-400"
-          style={{ animationDelay: delay }}
-        />
-        <g className="anim-line-dot" style={{ animationDelay: delay }}>
-          <circle cx={lastX} cy={lastY} r={5} className="fill-white dark:fill-gray-900" />
-          <circle cx={lastX} cy={lastY} r={3.5} className="fill-brand-600 dark:fill-brand-400" />
+        <g ref={fadeRef}>
+          <path
+            ref={pathRef}
+            d={path}
+            pathLength={1}
+            fill="none"
+            strokeWidth={2}
+            strokeLinecap="round"
+            strokeLinejoin="round"
+            className="stroke-brand-600 dark:stroke-brand-400"
+            style={{ strokeDasharray: 1, strokeDashoffset: 1 }}
+          />
+          <g ref={headRef}>
+            <circle r={5} className="fill-white dark:fill-gray-900" />
+            <circle r={3.5} className="fill-brand-600 dark:fill-brand-400" />
+          </g>
+          {/* The moving value label riding the curve head. */}
+          <text
+            ref={labelRef}
+            textAnchor="middle"
+            className="fill-brand-700 text-[10px] font-semibold tabular-nums dark:fill-brand-300"
+          />
         </g>
       </svg>
     </div>
@@ -255,6 +325,7 @@ const TRENDS: Array<{
   points: number[];
   yTicks: number[];
   xTicks: Array<{ at: number; text: string }>;
+  format: (v: number) => string;
 }> = [
   {
     points: [52, 58, 56, 64, 70, 75, 79],
@@ -264,6 +335,7 @@ const TRENDS: Array<{
       { at: 3, text: "v4" },
       { at: 6, text: "v7" },
     ],
+    format: (v) => `${v.toFixed(1)}%`,
   },
   {
     points: [0.42, 0.38, 0.39, 0.33, 0.3, 0.27, 0.25],
@@ -273,6 +345,7 @@ const TRENDS: Array<{
       { at: 3, text: "v4" },
       { at: 6, text: "v7" },
     ],
+    format: (v) => `$${v.toFixed(2)}`,
   },
   {
     points: [115, 107, 109, 98, 92, 87, 83],
@@ -282,10 +355,12 @@ const TRENDS: Array<{
       { at: 3, text: "v4" },
       { at: 6, text: "v7" },
     ],
+    format: (v) => `${v.toFixed(1)}s`,
   },
 ];
 
 export function SelfImprove() {
+  const { locale } = useLocale();
   return (
     <Section
       id="self-improvement"
@@ -416,11 +491,22 @@ export function SelfImprove() {
               points={TRENDS[i]?.points ?? []}
               yTicks={TRENDS[i]?.yTicks ?? [0, 1]}
               xTicks={TRENDS[i]?.xTicks ?? []}
-              delay={`${-i * 1.4}s`}
+              phase={i * 1.4}
+              format={TRENDS[i]?.format ?? ((v) => v.toFixed(0))}
             />
           ))}
         </div>
       </div>
+      {/* The loop above is a diagram; this is the same loop actually running. Replaces the
+          "demo video coming soon" pill that stood here while the recording was in progress. */}
+      <div className="mt-10">
+        <DemoVideo
+          src={demoVideoUrl(locale === "zh" ? "evo_zh" : "evo_en")}
+          poster={locale === "zh" ? evoPosterZh : evoPosterEn}
+          label={S.selfImprove.videoLabel}
+          caption={S.selfImprove.videoCaption}
+        />
+      </div>
     </Section>
   );
 }
diff --git a/packages/landing/src/sections/showcase.tsx b/packages/landing/src/sections/showcase.tsx
deleted file mode 100644
index fe0332e..0000000
--- a/packages/landing/src/sections/showcase.tsx
+++ /dev/null
@@ -1,112 +0,0 @@
-/**
- * Use cases: daily tasks + zero-code AI development, illustrated with real
- * screenshots captured from the Web App with Playwright. Twelve variants — three
- * views (chat building an Agent app / trace view / evaluation center) x two UI
- * languages x two themes (WebP) — and the one shown always matches the visitor's
- * active locale and theme. Each figure carries a scenario tag.
- */
-import { S } from "../lib/strings";
-import { useLocale } from "../state/locale";
-import type { Locale } from "../state/locale";
-import { Section } from "../components/section";
-import { BrowserFrame } from "../components/browser-frame";
-import chatZhLight from "../assets/shots/chat-zh-light.webp";
-import chatZhDark from "../assets/shots/chat-zh-dark.webp";
-import chatEnLight from "../assets/shots/chat-en-light.webp";
-import chatEnDark from "../assets/shots/chat-en-dark.webp";
-import tracesZhLight from "../assets/shots/traces-zh-light.webp";
-import tracesZhDark from "../assets/shots/traces-zh-dark.webp";
-import tracesEnLight from "../assets/shots/traces-en-light.webp";
-import tracesEnDark from "../assets/shots/traces-en-dark.webp";
-import benchmarkZhLight from "../assets/shots/benchmark-zh-light.webp";
-import benchmarkZhDark from "../assets/shots/benchmark-zh-dark.webp";
-import benchmarkEnLight from "../assets/shots/benchmark-en-light.webp";
-import benchmarkEnDark from "../assets/shots/benchmark-en-dark.webp";
-
-type ShotSet = Record<Locale, { light: string; dark: string }>;
-
-const SHOTS: Record<"chat" | "traces" | "benchmark", ShotSet> = {
-  chat: {
-    zh: { light: chatZhLight, dark: chatZhDark },
-    en: { light: chatEnLight, dark: chatEnDark },
-  },
-  traces: {
-    zh: { light: tracesZhLight, dark: tracesZhDark },
-    en: { light: tracesEnLight, dark: tracesEnDark },
-  },
-  benchmark: {
-    zh: { light: benchmarkZhLight, dark: benchmarkZhDark },
-    en: { light: benchmarkEnLight, dark: benchmarkEnDark },
-  },
-};
-
-function ThemedShot({ set, alt }: { set: ShotSet; alt: string }) {
-  const { locale } = useLocale();
-  const pair = set[locale];
-  // Explicit intrinsic size (all shots are 1920x1200): reserves layout before the
-  // image loads, so in-page anchor jumps don't drift when the showcase pops in.
-  return (
-    <>
-      <img
-        src={pair.light}
-        alt={alt}
-        width={1920}
-        height={1200}
-        loading="lazy"
-        className="block h-auto w-full dark:hidden"
-      />
-      <img
-        src={pair.dark}
-        alt={alt}
-        width={1920}
-        height={1200}
-        loading="lazy"
-        className="hidden h-auto w-full dark:block"
-      />
-    </>
-  );
-}
-
-function Caption({ tag, text }: { tag: string; text: string }) {
-  return (
-    <figcaption className="mt-3 flex flex-wrap items-center justify-center gap-2 text-center text-xs text-gray-500 dark:text-gray-400">
-      <span className="rounded-full border border-brand-200 bg-brand-50 px-2 py-0.5 text-[11px] font-medium text-brand-700 dark:border-brand-800 dark:bg-brand-950 dark:text-brand-300">
-        {tag}
-      </span>
-      {text}
-    </figcaption>
-  );
-}
-
-export function Showcase() {
-  return (
-    <Section
-      id="showcase"
-      eyebrow={S.showcase.eyebrow}
-      title={S.showcase.title}
-      subtitle={S.showcase.subtitle}
-    >
-      <figure className="mx-auto max-w-5xl">
-        <BrowserFrame>
-          <ThemedShot set={SHOTS.chat} alt={S.showcase.captionChat} />
-        </BrowserFrame>
-        <Caption tag={S.showcase.tagChat} text={S.showcase.captionChat} />
-      </figure>
-
-      <div className="mx-auto mt-10 grid max-w-5xl gap-8 sm:grid-cols-2">
-        <figure>
-          <BrowserFrame>
-            <ThemedShot set={SHOTS.traces} alt={S.showcase.captionTraces} />
-          </BrowserFrame>
-          <Caption tag={S.showcase.tagTraces} text={S.showcase.captionTraces} />
-        </figure>
-        <figure>
-          <BrowserFrame>
-            <ThemedShot set={SHOTS.benchmark} alt={S.showcase.captionBenchmark} />
-          </BrowserFrame>
-          <Caption tag={S.showcase.tagBenchmark} text={S.showcase.captionBenchmark} />
-        </figure>
-      </div>
-    </Section>
-  );
-}
diff --git a/packages/landing/src/styles.css b/packages/landing/src/styles.css
index 1270c71..5cb87a2 100644
--- a/packages/landing/src/styles.css
+++ b/packages/landing/src/styles.css
@@ -331,6 +331,31 @@
   }
 }
 
+/* ---------- Building-blocks loop (LangChain comparison): each block pops in at its
+   negative delay within the shared cycle, holds while the rest of the tower lands,
+   then the whole skyline fades and rebuilds. Reduced-motion shows towers complete. */
+.anim-block {
+  animation: block-build var(--cycle, 7.2s) linear infinite;
+}
+@keyframes block-build {
+  0% {
+    opacity: 0;
+    transform: translateY(5px) scale(0.92);
+  }
+  3% {
+    opacity: 1;
+    transform: none;
+  }
+  93% {
+    opacity: 1;
+    transform: none;
+  }
+  100% {
+    opacity: 0;
+    transform: none;
+  }
+}
+
 /* Printing never scrolls, so scroll-reveal must not hide content on paper/PDF. */
 @media print {
   .reveal {
diff --git a/packages/landing/test/benchmark-data.test.ts b/packages/landing/test/benchmark-data.test.ts
index d10a56a..134e08f 100644
--- a/packages/landing/test/benchmark-data.test.ts
+++ b/packages/landing/test/benchmark-data.test.ts
@@ -2,31 +2,55 @@ import { describe, expect, it } from "vitest";
 import {
   CODE_BENCH,
   DATA_BENCH,
+  costMultiple,
   formatAccuracy,
   formatPct,
   formatTokensM,
   formatUsd,
 } from "../src/lib/benchmark-data";
 
-describe("benchmark data (unified per-run means)", () => {
+describe("benchmark data (unified suite totals)", () => {
   it("formats the data-analysis suite at its published precision", () => {
     const penguin = DATA_BENCH[0]!;
-    expect(formatPct(penguin.accuracyPct)).toBe("66.7%");
-    expect(formatAccuracy(penguin.accuracyPct, 1)).toBe("66.7");
+    expect(formatPct(penguin.accuracyPct)).toBe("66.67%");
+    expect(formatAccuracy(penguin.accuracyPct, 2)).toBe("66.67");
     expect(formatTokensM(penguin.tokensM, 2)).toBe("18.04M");
-    expect(formatUsd(penguin.costUsd, 3)).toBe("$0.552");
+    expect(formatUsd(penguin.costUsd, 2)).toBe("$0.55");
   });
 
-  it("formats the coding suite at its published precision (CNY converted at 7:1)", () => {
+  it("formats the coding suite at its published precision", () => {
     const penguin = CODE_BENCH[0]!;
-    expect(formatAccuracy(penguin.accuracyPct, 2)).toBe("50.00");
-    expect(formatTokensM(penguin.tokensM, 2)).toBe("2.10M");
-    expect(formatUsd(penguin.costUsd, 3)).toBe("$0.041");
-    // 0.289 CNY / 7 -> ~0.0413 USD
-    expect(penguin.costUsd).toBeCloseTo(0.289 / 7, 3);
+    expect(formatAccuracy(penguin.accuracyPct, 2)).toBe("71.25");
+    expect(formatTokensM(penguin.tokensM, 2)).toBe("200.00M");
+    expect(formatUsd(penguin.costUsd, 2)).toBe("$3.81");
   });
 
-  it("uses the unified framework names with PenguinHarness as the only emphasized row", () => {
+  it("keeps every published accuracy on its suite's grid (n=15 and n=80)", () => {
+    // 10/15 -> 66.67, 8/15 -> 53.33; 57/80 -> 71.25, 69/80 -> 86.25. A number off the grid
+    // means a transcription slip, which the charts would render without complaint.
+    for (const row of DATA_BENCH)
+      expect(Math.round((row.accuracyPct / 100) * 15)).toBeCloseTo((row.accuracyPct / 100) * 15, 1);
+    for (const row of CODE_BENCH) expect(((row.accuracyPct / 100) * 80) % 1).toBeCloseTo(0, 6);
+  });
+
+  it("backs the copy's cost claims: 35x/70x on data analysis, 58x/39x on coding", () => {
+    const [dPenguin, dClaude, dCodex] = DATA_BENCH as [
+      (typeof DATA_BENCH)[0],
+      (typeof DATA_BENCH)[0],
+      (typeof DATA_BENCH)[0],
+    ];
+    expect(costMultiple(dCodex, dPenguin)).toBe(35);
+    expect(costMultiple(dClaude, dPenguin)).toBe(70);
+    const [cPenguin, cClaude, cCodex] = CODE_BENCH as [
+      (typeof CODE_BENCH)[0],
+      (typeof CODE_BENCH)[0],
+      (typeof CODE_BENCH)[0],
+    ];
+    expect(costMultiple(cCodex, cPenguin)).toBe(58);
+    expect(costMultiple(cClaude, cPenguin)).toBe(39);
+  });
+
+  it("pairs each harness with its own model and emphasizes only PenguinHarness", () => {
     for (const suite of [DATA_BENCH, CODE_BENCH]) {
       expect(suite.map((r) => r.framework)).toEqual([
         "PenguinHarness",
@@ -34,7 +58,7 @@ describe("benchmark data (unified per-run means)", () => {
         "OpenAI Codex",
       ]);
       expect(suite.filter((r) => r.emphasized).map((r) => r.framework)).toEqual(["PenguinHarness"]);
-      for (const row of suite) expect(row.model).toBe("DeepSeek V4 Pro");
+      expect(suite.map((r) => r.model)).toEqual(["DeepSeek V4 Pro", "Claude Opus 4.8", "GPT-5.5"]);
     }
   });
 });
diff --git a/packages/server/README.md b/packages/server/README.md
index b5e6252..8095060 100644
--- a/packages/server/README.md
+++ b/packages/server/README.md
@@ -37,7 +37,7 @@ pnpm --filter @prismshadow/penguin-server start   # node dist/index.js
 
 - **CSRF**: session cookie is `SameSite=Lax` and writes accept only `Content-Type: application/json`; no CSRF token yet.
 - **No login rate limiting**: add throttling at a reverse proxy for public deployments.
-- **Built-in admin starts as `admin` / `admin123`**: change it immediately (a banner keeps reminding until you do).
+- **Built-in admin starts as `admin` / `penguin-2026`**: change it immediately (a banner keeps reminding until you do).
 - Passwords use `node:crypto` scrypt (`scrypt$N$r$p$salt$hash`, timingSafeEqual); login sessions renew on a 7-day sliding window; the DB stores only the token's sha256.
 - Model credentials live in the Project's hidden 0600 config file; the API always masks them.
 - Behind a reverse proxy, disable response buffering for SSE paths (the server already sends `X-Accel-Buffering: no`) and forward `x-forwarded-proto` to enable Secure cookies.
diff --git a/packages/server/package.json b/packages/server/package.json
index 3c44f6b..e4e7261 100644
--- a/packages/server/package.json
+++ b/packages/server/package.json
@@ -25,7 +25,7 @@
     "node": ">=24"
   },
   "scripts": {
-    "dev": "pnpm --filter @prismshadow/penguin-core build && tsx watch src/index.ts",
+    "dev": "node ../../scripts/dev-prebuild.mjs && tsx watch src/index.ts",
     "start": "node --disable-warning=ExperimentalWarning dist/index.js",
     "typecheck": "tsc --noEmit -p tsconfig.json",
     "test": "vitest run --passWithNoTests",
diff --git a/packages/server/src/api/types.ts b/packages/server/src/api/types.ts
index 4b03b6e..47f8ac6 100644
--- a/packages/server/src/api/types.ts
+++ b/packages/server/src/api/types.ts
@@ -273,6 +273,8 @@ export interface ModelTestRequest {
   apiKey?: string;
   /** "Clear saved API key" is checked: the test does **not** fall back to the stored key (tests against the current draft). */
   clearApiKey?: boolean;
+  /** Speed-test mode: raises the probe's output cap (16 -> 64 tokens) so TTFT/TPS are measurable; costs a little more quota. */
+  speed?: boolean;
   /**
    * base URL (not secret; the frontend always sends the form's current value): a string
    * means use it, `null` means explicitly clear it (no fallback to the stored value),
@@ -283,10 +285,23 @@ export interface ModelTestRequest {
   clientType?: string;
 }
 
-/** Connectivity test result: carries round-trip latency when ok, and a reason on failure (truncated raw provider error). */
+/**
+ * Connectivity test result: carries round-trip latency when ok, and a reason on failure
+ * (truncated raw provider error). When streamed content was observed, also carries the
+ * time-to-first-token and, when usage was reported (completed streams), the output rate.
+ */
 export interface ModelTestResponse {
   ok: boolean;
   latencyMs?: number;
+  /** Time from request start to the first streamed content (thinking or text), ms. */
+  ttftMs?: number;
+  /**
+   * Output tokens per second over the streaming window (first content -> stream end), 1dp.
+   * Omitted unless the sample is large enough to mean anything: a reply of a few tokens is
+   * dominated by the final chunk's round trip, so the rate it yields tracks network jitter
+   * rather than the model. Callers render TTFT alone in that case.
+   */
+  tps?: number;
   message?: string;
 }
 
@@ -342,6 +357,8 @@ export interface AgentSummary {
   vaultKeyCount: number;
   /** Schedule count (number of .toml files under agent_state/schedule/, including invalid ones). */
   scheduleCount: number;
+  /** Installed Skill count (number of agent_state/skills/<name>/ directories with a SKILL.md). */
+  skillCount: number;
 }
 
 export interface AgentsResponse {
@@ -460,12 +477,12 @@ export interface DirListResponse {
 }
 
 export interface SessionCreateRequest {
-  /** Upstream id of the session's model (paired with provider); defaults to the Project's default Model. */
+  /** Upstream id of the session's model; always sent together with provider. Omit both for the Project's default Model. */
   modelId?: string;
   /**
-   * Provider group for `modelId`; when omitted, resolved via resolveModelRef semantics —
-   * modelId can only be resolved if it's globally unique by exact match in the config;
-   * 0 or multiple matches return 400.
+   * Provider group for `modelId`. A model reference is always a complete
+   * (provider, modelId) pair — the provider is never inferred, so sending one field
+   * without the other returns 400 instead of being resolved.
    */
   provider?: string;
   /** Any existing directory on the server; defaults to auto-creating a temporary Workspace. */
@@ -930,9 +947,9 @@ export interface ScheduleItem {
   /** Bound target Session; defaults to creating a new Session each time. */
   sessionId?: string;
   workspace?: string;
-  /** Model for new-Session mode (upstream id, paired with provider); defaults to the Project's default reference. */
+  /** Model for new-Session mode (upstream id, always paired with provider); absent means the Project's default reference. */
   modelId?: string;
-  /** Provider group for `modelId`; when omitted, resolved via resolveModelRef semantics (resolvable only on a unique match). */
+  /** Provider group for `modelId`; present exactly when `modelId` is — a model reference is always a pair. */
   provider?: string;
   status: ScheduleStatus;
   invalidReason?: string;
@@ -959,9 +976,12 @@ export interface ScheduleUpsertRequest {
   endAt?: string;
   sessionId?: string;
   workspace?: string;
-  /** Model for new-Session mode (upstream id); defaults to the Project's default reference. */
+  /** Model for new-Session mode (upstream id); always sent together with provider, omit both for the Project's default reference. */
   modelId?: string;
-  /** Provider group for `modelId`; when omitted, validated as uniquely resolvable via resolveModelRef semantics at save/reconciliation time. */
+  /**
+   * Provider group for `modelId`. Both fields are sent as a pair (400 otherwise); the
+   * pair is checked against the Project config at save/reconciliation time.
+   */
   provider?: string;
 }
 
diff --git a/packages/server/src/auth/service.ts b/packages/server/src/auth/service.ts
index 279521b..d1ba279 100644
--- a/packages/server/src/auth/service.ts
+++ b/packages/server/src/auth/service.ts
@@ -3,7 +3,7 @@
  * login / logout / password change / session validation.
  *
  * - No open registration: on startup, if there are no users at all, the built-in
- *   admin `admin` is seeded (initial password admin123), and it adopts
+ *   admin `admin` is seeded (initial password penguin-2026), and it adopts
  *   `default_project`; all other users are created by an admin via the user
  *   backend (admin-service).
  * - An initial password (whether seeded or set by an admin) is flagged with
@@ -22,7 +22,7 @@ export const MIN_PASSWORD_LENGTH = 8;
 
 /** Built-in admin: user_id and initial password (matches the README and login-page hint). */
 export const ADMIN_USER_ID = "admin";
-export const ADMIN_INITIAL_PASSWORD = "admin123";
+export const ADMIN_INITIAL_PASSWORD = "penguin-2026";
 
 function sha256Hex(value: string): string {
   return createHash("sha256").update(value).digest("hex");
diff --git a/packages/server/src/http/routes/models.ts b/packages/server/src/http/routes/models.ts
index 93d199f..d197797 100644
--- a/packages/server/src/http/routes/models.ts
+++ b/packages/server/src/http/routes/models.ts
@@ -160,6 +160,10 @@ export function modelsRoutes(deps: AppDeps): Hono<AppEnv> {
       if (typeof body.clearApiKey !== "boolean") throw badRequest("clearApiKey must be a boolean.");
       req.clearApiKey = body.clearApiKey;
     }
+    if (body.speed !== undefined) {
+      if (typeof body.speed !== "boolean") throw badRequest("speed must be a boolean.");
+      req.speed = body.speed;
+    }
     // null = explicit clear (test against the draft, don't fall back to the stored value); empty string is treated as null.
     if (body.baseUrl !== undefined) {
       if (body.baseUrl !== null && typeof body.baseUrl !== "string") {
diff --git a/packages/server/src/http/routes/schedules.ts b/packages/server/src/http/routes/schedules.ts
index 7786b20..7eb3a43 100644
--- a/packages/server/src/http/routes/schedules.ts
+++ b/packages/server/src/http/routes/schedules.ts
@@ -213,7 +213,8 @@ async function upsert(
   const raw = serializeSchedule(fields);
   const parsed = parseScheduleFile(name, raw);
   if (!parsed.ok) throw badRequest(`Invalid schedule configuration: ${parsed.error}`);
-  // At save time, verify the model reference resolves (resolveModelRef semantics; same rules as reconciliation) so we never persist a broken file.
+  // At save time, verify the (provider, modelId) pair names a configured model (same rules as reconciliation) so we never persist a broken file.
+  // The pairing rule itself is enforced by parseScheduleFile above, which rejects half a reference.
   const refError = await validateScheduleModelRef(deps.config.root, projectId, parsed.def);
   if (refError !== null) throw badRequest(`Invalid schedule configuration: ${refError}`);
   await writeScheduleFile(deps.config.root, projectId, agentId, name, raw);
diff --git a/packages/server/src/http/routes/sessions.ts b/packages/server/src/http/routes/sessions.ts
index 8c7f7c5..659e614 100644
--- a/packages/server/src/http/routes/sessions.ts
+++ b/packages/server/src/http/routes/sessions.ts
@@ -108,10 +108,13 @@ export function agentSessionsRoutes(deps: AppDeps): Hono<AppEnv> {
     const body = await readJson(c);
     const modelId = optionalString(body, "modelId", { minLen: 1, label: "modelId" });
     const provider = optionalString(body, "provider", { minLen: 1, label: "provider" });
-    // Model reference is submitted as a pair: provider can't appear without modelId (core does the same validation; this catches it early).
-    if (provider !== undefined && modelId === undefined) {
+    // Model reference is submitted as a pair — both or neither. Neither half is ever
+    // inferred from the other, so half a reference is rejected here instead of being
+    // resolved (core does the same validation; this catches it early). Omitting both
+    // falls back to the Project's default model.
+    if ((modelId === undefined) !== (provider === undefined)) {
       throw badRequest(
-        "provider is specified but modelId is not: a model reference must be given as a pair.",
+        "modelId and provider must be given together as a model reference pair: specify both, or neither to use the Project's default model.",
       );
     }
     const approvalMode = optionalEnum(body, "approvalMode", APPROVAL_MODES);
@@ -361,6 +364,11 @@ export function sessionsRoutes(deps: AppDeps): Hono<AppEnv> {
     const row = resolveSession(c);
     const rel = c.req.query("path") ?? "";
     const download = c.req.query("download") === "1";
+    // Sandboxed top-level preview ("open in a new tab" for html): the document keeps its REAL
+    // content type but carries a CSP sandbox WITHOUT allow-same-origin — it renders and runs
+    // fully in an opaque origin, so agent-generated markup cannot reach this origin's cookies
+    // or API. The request itself still authenticates (top-level GET sends the Lax cookie).
+    const preview = !download && c.req.query("preview") === "1";
     const { data, fileName, contentType, scriptable } = await deps.workspaceFiles.read(
       row.workspace,
       rel,
@@ -368,15 +376,22 @@ export function sessionsRoutes(deps: AppDeps): Hono<AppEnv> {
     const disposition = download ? "attachment" : "inline";
     // Same-origin XSS defense: html/svg inline previews are always returned as plain
     // text (Workspace files may be Agent-generated and untrusted); downloads
-    // (attachment) keep the real content type. Paired with nosniff to prevent MIME
-    // sniffing from undoing this.
-    const effectiveType = !download && scriptable ? "text/plain; charset=utf-8" : contentType;
+    // (attachment) keep the real content type, and sandboxed previews keep it under the
+    // CSP above. Paired with nosniff to prevent MIME sniffing from undoing this.
+    const effectiveType =
+      !download && scriptable && !preview ? "text/plain; charset=utf-8" : contentType;
     return new Response(new Uint8Array(data), {
       status: 200,
       headers: {
         "Content-Type": effectiveType,
         "Content-Disposition": `${disposition}; filename*=UTF-8''${encodeURIComponent(fileName)}`,
         "X-Content-Type-Options": "nosniff",
+        ...(preview && scriptable
+          ? {
+              "Content-Security-Policy":
+                "sandbox allow-scripts allow-popups allow-modals allow-forms",
+            }
+          : {}),
       },
     });
   });
diff --git a/packages/server/src/http/routes/vault.ts b/packages/server/src/http/routes/vault.ts
index 5010f3c..d733ad0 100644
--- a/packages/server/src/http/routes/vault.ts
+++ b/packages/server/src/http/routes/vault.ts
@@ -48,9 +48,10 @@ export function vaultRoutes(deps: AppDeps): Hono<AppEnv> {
     deps.projectService.requireProjectOwner(c.var.user.userId, projectId);
     const req = parseVaultUpdate(await readJson(c));
     const res = await deps.agentConfigService.updateVault(projectId, agentId, req);
-    // Effective-value semantics: no hot update — an already-built runtime is neither
-    // evicted nor reloaded; the new value only applies to Sessions created or resumed
-    // afterward.
+    // Effective-value semantics: no hot swap into a Task already in flight, but every
+    // runtime built before this update is invalidated — the next Task on any Session
+    // of this Agent re-resumes and picks up the new vault values.
+    deps.manager.invalidateAgentRuntimes(projectId, agentId);
     return c.json(res);
   });
 
diff --git a/packages/server/src/index.ts b/packages/server/src/index.ts
index 41d366c..c23b8b8 100644
--- a/packages/server/src/index.ts
+++ b/packages/server/src/index.ts
@@ -20,7 +20,7 @@ const config = resolveServerConfig();
 const deps = buildAppDeps(config);
 const app = createApp(deps);
 
-// Built-in admin seed (idempotent): creates admin (initial password admin123) and adopts default_project when the users table is empty.
+// Built-in admin seed (idempotent): creates admin (initial password penguin-2026) and adopts default_project when the users table is empty.
 await deps.authService.seedAdmin();
 
 // Schedule scheduler: startup reconciliation (missed, don't backfill) + periodic scan; only active while the server is running.
diff --git a/packages/server/src/runtime/channel.ts b/packages/server/src/runtime/channel.ts
index d9b2216..d9465d8 100644
--- a/packages/server/src/runtime/channel.ts
+++ b/packages/server/src/runtime/channel.ts
@@ -8,7 +8,7 @@
  *     recycled/recreated or the process restarts, so a stale Last-Event-ID always misses
  *     and falls through to resync — this prevents a silent false-hit event loss when the
  *     new epoch's event count happens to exceed the old id;
- *   - A bounded ring buffer (most recent 1000 entries or 2MB, whichever comes first,
+ *   - A bounded ring buffer (most recent 10,000 entries or 8MB, whichever comes first,
  *     evicting the oldest on overflow) serves replay-on-reconnect via `Last-Event-ID`;
  *     an evicted/unknown id is handled by the caller sending `resync_required`;
  *   - Unicast (sendTo) is used for one-off replay at subscribe time (pending approvals /
@@ -37,8 +37,12 @@ export interface ChannelOptions {
   maxBufferBytes?: number;
 }
 
-const DEFAULT_MAX_COUNT = 1000;
-const DEFAULT_MAX_BYTES = 2 * 1024 * 1024;
+// Sized so a mid-stream reconnect during a fast large-code reply still hits replay instead of
+// resync_required: the server publishes one event per provider delta (a 240KB reply ≈ 5k events
+// / 1.4MB), and 1000 events covered only ~6s of such a stream — every longer blip forced a full
+// client-side history rebuild.
+const DEFAULT_MAX_COUNT = 10_000;
+const DEFAULT_MAX_BYTES = 8 * 1024 * 1024;
 
 /** Buffered entry: seq is stored separately so hit checks never need to parse the string id. */
 interface BufferedEvent {
diff --git a/packages/server/src/runtime/schedule-file.ts b/packages/server/src/runtime/schedule-file.ts
index d73d6e0..7db9d53 100644
--- a/packages/server/src/runtime/schedule-file.ts
+++ b/packages/server/src/runtime/schedule-file.ts
@@ -35,13 +35,13 @@ export interface ScheduleDefinition {
   sessionId?: string;
   /** Workspace for new-Session mode (same semantics as manually starting a session; auto-creates a temp directory if unspecified). */
   workspace?: string;
-  /** Model for new-Session mode (upstream id, paired with provider; defaults to the Project's default reference). */
+  /** Model for new-Session mode (upstream id, always paired with provider; omit both for the Project's default reference). */
   modelId?: string;
   /**
-   * Vendor grouping for `model_id` (paired reference); when omitted, resolved per
-   * resolveModelRef semantics — whether the reference is resolvable is validated by the
-   * caller against config at reconciliation/save time (this module does pure parsing
-   * and never touches config).
+   * Vendor grouping for `model_id`; always present when `model_id` is (the pairing rule
+   * is enforced here). Whether that pair names a configured model is validated by the
+   * caller against config at reconciliation/save time — this module does pure parsing
+   * and never touches config.
    */
   provider?: string;
 }
@@ -148,13 +148,8 @@ export function parseScheduleFile(name: string, raw: string): ScheduleParseResul
     }
     provider = t["provider"];
   }
-  if (provider !== undefined && modelId === undefined) {
-    return {
-      ok: false,
-      error:
-        "provider is only used together with model_id (a model reference must be given as a pair)",
-    };
-  }
+  // Target conflicts are reported first: when session_id is set the whole model reference
+  // is out of place, so complaining about its shape would point at the wrong fix.
   if (
     sessionId !== undefined &&
     (workspace !== undefined || modelId !== undefined || provider !== undefined)
@@ -164,6 +159,18 @@ export function parseScheduleFile(name: string, raw: string): ScheduleParseResul
       error: "Pick one target: workspace and provider / model_id are only for new-Session mode",
     };
   }
+  // A model reference is always a complete (provider, model_id) pair: neither half is
+  // ever inferred from the other, so a file carrying only one of them is invalid rather
+  // than something to resolve later. Omit both to run on the Project's default model.
+  // A file written before this rule existed (model_id alone) therefore parses as
+  // invalid: it is listed in invalidFiles and skipped, never scheduled.
+  if ((modelId === undefined) !== (provider === undefined)) {
+    return {
+      ok: false,
+      error:
+        "provider and model_id must be given together (a model reference is always a pair); omit both to use the Project's default model",
+    };
+  }
 
   return {
     ok: true,
diff --git a/packages/server/src/runtime/schedule-store.ts b/packages/server/src/runtime/schedule-store.ts
index 46b58cd..da07ed0 100644
--- a/packages/server/src/runtime/schedule-store.ts
+++ b/packages/server/src/runtime/schedule-store.ts
@@ -88,19 +88,23 @@ export function serializeSchedule(fields: {
 }
 
 /**
- * Resolvability check for a schedule's model reference (shared by save and
- * reconciliation): when the definition has `model_id`, it's
- * resolved against Project config per resolveModelRef semantics — omitting provider is
- * only resolvable when model_id matches exactly one entry globally; zero hits or
- * ambiguity means unresolvable. Returns an error message (unresolvable / config read
- * failure), or null if resolvable (or no model reference at all).
+ * Config check for a schedule's model reference (shared by save and reconciliation):
+ * the reference is a complete `(provider, model_id)` pair and must name an entry in the
+ * Project config — nothing is inferred, so a pair that matches no entry is simply an
+ * error. Returns an error message (no such model / half a reference / config read
+ * failure), or null when the pair is configured (or there is no model reference at all).
  */
 export async function validateScheduleModelRef(
   root: string,
   projectId: string,
   def: Pick<ScheduleDefinition, "modelId" | "provider">,
 ): Promise<string | null> {
-  if (def.modelId === undefined) return null;
+  if (def.modelId === undefined && def.provider === undefined) return null;
+  // parseScheduleFile already rejects half a reference, so this only guards callers that
+  // build a definition by hand — the missing half is reported, never guessed.
+  if (def.modelId === undefined || def.provider === undefined) {
+    return "provider and model_id must be given together (a model reference is always a pair); omit both to use the Project's default model";
+  }
   try {
     const cfg = await loadProjectConfig(root, projectId);
     resolveModelRef(cfg, def.modelId, def.provider);
diff --git a/packages/server/src/runtime/scheduler.ts b/packages/server/src/runtime/scheduler.ts
index 1a7e75bd9d4c45390aaab51daf9c4a43bde4154d..721304d4a96d72997c31a398a0fbaad17fd0d492 100644
GIT binary patch
delta 447
zcmb7>F-yZh7=|fSP{DRCSolZ+TBvDpk`6j|lr9bhd*;40hsj;JyR=FuNdH3m3;YFz
z{0aYoxVnm)i<>zwiU<zga>Kpf`##@$n^o;)RolEa8{@v0ktuRLq|0%?cyGRKpF$!i
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zP(g$=jS)f?;{d$O+&(7>E`2SM7@qIekhh%2i@$@7S^=ptQ;F1~4S?*z=jrv#1}KpS
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l5h}%mX{<s5E;Qf`Q`&T4#*~$mUoz?b@XvjxT|~zZjSmF!muLV0

delta 386
zcmaFe#JB;7-tzM>s8lDWr{<M-rqnWQ{>}e|LqAWUG_NSNI6tQ>F)1fiAvZrIHAkT+
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Mqawd~vC#=W0GJ7^2LJ#7

diff --git a/packages/server/src/runtime/session-manager.ts b/packages/server/src/runtime/session-manager.ts
index b3d077a..7bb79a3 100644
--- a/packages/server/src/runtime/session-manager.ts
+++ b/packages/server/src/runtime/session-manager.ts
@@ -8,6 +8,9 @@
  *     createSession using the index row's workspace/modelId, yielding a new session_id
  *     and updating the index's primary key; the Task response body always returns the
  *     current actual id;
+ *   - Vault effectiveness: a vault update bumps the Agent's config generation
+ *     (invalidateAgentRuntimes); runtimes built earlier are discarded on their next
+ *     idle access and re-resumed, so the next Task always runs with current values;
  *   - Per-Session mutual exclusion: only one Task/compaction may be in progress at a
  *     time;
  *   - run/compact drive: consumes the output stream in the background, publishing each
@@ -187,6 +190,12 @@ interface RuntimeEntry {
   abort: AbortController | null;
   /** The in-flight drive Promise (awaited during graceful shutdown). */
   running: Promise<void> | null;
+  /**
+   * Agent config generation this runtime was built under (see
+   * invalidateAgentRuntimes): once it falls behind the Agent's current generation,
+   * the entry is discarded on its next idle access and re-resumed via the loader.
+   */
+  generation: number;
   /** Timestamp of last activity (refreshed on load / status flip / drive completion), used for idle-eviction checks. */
   lastActivityMs: number;
 }
@@ -197,6 +206,13 @@ const ENTRY_SWEEP_INTERVAL_MS = 60 * 1000;
 
 /** Cap on collected model text for title material (accumulation stops beyond this; the generator side also truncates further). */
 const TITLE_EXCERPT_LIMIT = 4000;
+/**
+ * Early title trigger: once this many characters of main-session body text have streamed,
+ * title generation starts right away instead of waiting for the Task to finish — the core
+ * Session has captured its (capped) material by then, and a long answer would only overrun
+ * it. Short conversations are still covered by the completion trigger in drive's finally.
+ */
+const EARLY_TITLE_BODY_CHARS = 1000;
 
 /** Composite Agent key (used as a Set key, avoiding projectId/agentId concatenation ambiguity). */
 function agentKey(projectId: string, agentId: string): string {
@@ -280,6 +296,8 @@ export class SessionManager {
   private readonly deletingAgents = new Set<string>();
   /** Sessions currently being deleted (guards against the entry/Trace file being rebuilt and reviving it inside the deletion race window). */
   private readonly deletingSessions = new Set<string>();
+  /** Per-Agent config generation (key = agentKey), bumped by invalidateAgentRuntimes on vault updates. */
+  private readonly agentGenerations = new Map<string, number>();
   private readonly sweepTimer: NodeJS.Timeout;
 
   constructor(private readonly deps: SessionManagerDeps) {
@@ -324,10 +342,25 @@ export class SessionManager {
       approvals: new ApprovalRegistry(),
       abort: null,
       running: null,
+      generation: this.generationOf(row.projectId, row.agentId),
       lastActivityMs: Date.now(),
     });
   }
 
+  /**
+   * After an Agent's vault is updated: bump the Agent's config generation so every
+   * runtime built before the update is discarded on its next idle access and
+   * re-resumed via the loader — resume re-reads agent_state/.vault.toml, so the next
+   * Task on any of this Agent's Sessions runs with the new values (history is
+   * preserved through the Trace). A Task already in flight is neither aborted nor
+   * hot-swapped: it keeps the values it started with, and its entry is rebuilt on
+   * the first access after it returns to idle (see ensureEntry).
+   */
+  invalidateAgentRuntimes(projectId: string, agentId: string): void {
+    const key = agentKey(projectId, agentId);
+    this.agentGenerations.set(key, this.generationOf(projectId, agentId) + 1);
+  }
+
   // —— Task / compaction drive ——
 
   /**
@@ -578,10 +611,30 @@ export class SessionManager {
     }
   }
 
+  private generationOf(projectId: string, agentId: string): number {
+    return this.agentGenerations.get(agentKey(projectId, agentId)) ?? 0;
+  }
+
   /** get-or-resume-or-heal: use directly on an active-table hit; otherwise load via the loader, updating the index's primary key on self-heal. */
   private async ensureEntry(sessionId: string): Promise<RuntimeEntry> {
     const existing = this.entries.get(sessionId);
-    if (existing) return existing;
+    if (existing) {
+      if (existing.generation === this.generationOf(existing.projectId, existing.agentId)) {
+        return existing;
+      }
+      // Built before the last vault update: discard once idle and fall through to a
+      // fresh load (resume re-reads the vault). A busy entry is returned as-is — the
+      // in-flight run keeps its values and assertIdle rejects the new Task anyway;
+      // it is rebuilt on the first access after it finishes.
+      if (
+        existing.status !== "idle" ||
+        existing.running !== null ||
+        existing.approvals.size !== 0
+      ) {
+        return existing;
+      }
+      this.entries.delete(sessionId);
+    }
     const row = this.deps.sessions.findById(sessionId);
     if (!row) {
       throw new HttpError(
@@ -590,6 +643,9 @@ export class SessionManager {
         "Session does not exist or you do not have access.",
       );
     }
+    // Captured before the (awaited) load: a vault update racing with the load leaves
+    // this entry stale, so the access after next rebuilds it with the new values.
+    const generation = this.generationOf(row.projectId, row.agentId);
     const session = await this.deps.loader.load(row);
     // The Session/Agent was marked for deletion while loading: discard the load result,
     // don't rebuild the entry (avoids reviving an orphaned Trace).
@@ -613,6 +669,7 @@ export class SessionManager {
       approvals: new ApprovalRegistry(),
       abort: null,
       running: null,
+      generation,
       lastActivityMs: Date.now(),
     };
     this.entries.set(currentId, entry);
@@ -630,6 +687,8 @@ export class SessionManager {
     gen: AsyncGenerator<OmniMessage>,
     titleSource?: { userExcerpt: string },
   ): Promise<void> {
+    let earlyTitleFired = false;
+    let mainBodyChars = 0;
     const ctx: UsageContext = {
       projectId: entry.projectId,
       agentId: entry.agentId,
@@ -715,6 +774,27 @@ export class SessionManager {
             child.assistantExcerpt += (child.assistantExcerpt ? "\n" : "") + nested.text;
           }
         }
+        // Early title trigger (see EARLY_TITLE_BODY_CHARS): fire as soon as enough main-
+        // session body text has streamed; maybeGenerate self-guards (NULL title, single
+        // flight), so the completion trigger in finally stays as the short-answer fallback.
+        if (!earlyTitleFired && titleSource?.userExcerpt.trim()) {
+          const p = msg.payload as { type?: string; role?: string; text?: string };
+          if (
+            (!msg.origin || msg.origin.length === 0) &&
+            msg.type === "model_msg" &&
+            p.type === "text" &&
+            p.role === "assistant" &&
+            p.text
+          ) {
+            mainBodyChars += p.text.length;
+            if (mainBodyChars >= EARLY_TITLE_BODY_CHARS) {
+              earlyTitleFired = true;
+              this.deps.titles?.maybeGenerate(ctx, entry.session, {
+                fallbackText: titleSource.userExcerpt,
+              });
+            }
+          }
+        }
         // Re-fetch the channel before every publish (matches publishEvent): the channel
         // may have been recycled and recreated during a long wait on approval, and
         // holding a stale reference would send output to an orphaned, detached channel.
diff --git a/packages/server/src/runtime/title-generator.ts b/packages/server/src/runtime/title-generator.ts
index 33ed640..00fbc6b 100644
--- a/packages/server/src/runtime/title-generator.ts
+++ b/packages/server/src/runtime/title-generator.ts
@@ -14,7 +14,12 @@
  *   - Silent failure (logged): the title stays NULL and naturally retries after the next
  *     Task completes.
  */
-import { emptyTokenCounts, sanitizeTitle, tokenUsage } from "@prismshadow/penguin-core";
+import {
+  emptyTokenCounts,
+  sanitizeTitle,
+  stripConversationMarkers,
+  tokenUsage,
+} from "@prismshadow/penguin-core";
 import type { SessionsRepo } from "../db/repos/sessions.js";
 import type { ChannelHub } from "./channel.js";
 import type { ErrorSink } from "./error-recorder.js";
@@ -132,7 +137,11 @@ export class TitleGenerator implements TitleNotifier {
 
 /** Fallback title: take the material's first non-empty line, sanitize and truncate; if sanitizing empties it out (pure punctuation, etc.) fall back to the truncated original text; returns null if all-whitespace. */
 function fallbackTitle(text: string): string | null {
-  const firstLine = text.split("\n").find((l) => l.trim().length > 0);
+  // Strip machine markers first: a skill invocation prepends a `<use_skills>` block, so the
+  // raw first non-empty line would otherwise be that marker rather than the user's request.
+  const firstLine = stripConversationMarkers(text)
+    .split("\n")
+    .find((l) => l.trim().length > 0);
   if (!firstLine) return null;
   // sanitizeTitle strips a pure-punctuation line down to empty — in that case keep the truncated original text, guaranteeing "a title is always obtained".
   return sanitizeTitle(firstLine) ?? firstLine.trim().slice(0, 30);
diff --git a/packages/server/src/services/agent-service.ts b/packages/server/src/services/agent-service.ts
index 9343995..018876b 100644
--- a/packages/server/src/services/agent-service.ts
+++ b/packages/server/src/services/agent-service.ts
@@ -10,6 +10,8 @@
  * template's comments).
  */
 import fs from "node:fs/promises";
+import type { Dirent } from "node:fs";
+import path from "node:path";
 import { HttpError } from "../http/errors.js";
 import {
   agentDir,
@@ -20,6 +22,7 @@ import {
   isValidId,
   loadAgentVault,
   scheduleDir,
+  skillsDir,
   systemConfigPath,
 } from "@prismshadow/penguin-core";
 import type { AgentsRepo } from "../db/repos/agents.js";
@@ -41,6 +44,8 @@ export interface AgentListItem {
   vaultKeyCount: number;
   /** Number of scheduled tasks (count of .toml files under schedule/, including invalid ones). */
   scheduleCount: number;
+  /** Number of installed Skills (count of skills/<name>/ directories that contain a SKILL.md). */
+  skillCount: number;
 }
 
 export class AgentService {
@@ -86,11 +91,12 @@ export class AgentService {
     );
     return Promise.all(
       sorted.map(async (row) => {
-        const [meta, updatedAt, vaultKeyCount, scheduleCount] = await Promise.all([
+        const [meta, updatedAt, vaultKeyCount, scheduleCount, skillCount] = await Promise.all([
           this.agentConfig.readCardMeta(projectId, row.agentId),
           this.configUpdatedAt(projectId, row.agentId),
           this.vaultKeyCount(projectId, row.agentId),
           this.scheduleCount(projectId, row.agentId),
+          this.skillCount(projectId, row.agentId),
         ]);
         return {
           agentId: row.agentId,
@@ -99,6 +105,7 @@ export class AgentService {
           ...(updatedAt !== undefined ? { updatedAt } : {}),
           vaultKeyCount,
           scheduleCount,
+          skillCount,
         };
       }),
     );
@@ -123,6 +130,30 @@ export class AgentService {
     }
   }
 
+  /** Number of installed Skills: count of skills/<name>/ directories containing a SKILL.md (0 if the directory doesn't exist). */
+  private async skillCount(projectId: string, agentId: string): Promise<number> {
+    const base = skillsDir(this.root, projectId, agentId);
+    let dirents: Dirent[];
+    try {
+      dirents = await fs.readdir(base, { withFileTypes: true });
+    } catch {
+      return 0;
+    }
+    const present = await Promise.all(
+      dirents
+        .filter((d) => d.isDirectory())
+        .map(async (d) => {
+          try {
+            await fs.access(path.join(base, d.name, "SKILL.md"));
+            return true;
+          } catch {
+            return false;
+          }
+        }),
+    );
+    return present.filter(Boolean).length;
+  }
+
   /** Last config modification time: the later of system_config.yaml and AGENTS.md mtime; omitted if neither is readable. */
   private async configUpdatedAt(projectId: string, agentId: string): Promise<string | undefined> {
     const paths = [
@@ -218,6 +249,8 @@ export class AgentService {
       version: meta.version,
       vaultKeyCount: 0,
       scheduleCount: 0,
+      // Read the real count: coreCreateAgent seeds the default skill set for default_agent.
+      skillCount: await this.skillCount(projectId, agentId),
     };
   }
 }
diff --git a/packages/server/src/services/project-config-service.ts b/packages/server/src/services/project-config-service.ts
index 312573a..7779e68 100644
--- a/packages/server/src/services/project-config-service.ts
+++ b/packages/server/src/services/project-config-service.ts
@@ -27,7 +27,7 @@ import {
   resolveModelEnv,
   userText,
 } from "@prismshadow/penguin-core";
-import type { ModelRef } from "@prismshadow/penguin-core";
+import type { LLMOutcome, ModelRef, OmniMessage } from "@prismshadow/penguin-core";
 import type {
   ModelInfo,
   ModelPricingDto,
@@ -94,6 +94,26 @@ function showRef(provider: string, modelId: string): string {
   return `(provider=${provider}, model_id=${modelId})`;
 }
 
+/**
+ * Connectivity probe prompt: asks for one word, so the whole exchange fits in a
+ * single-digit output budget. The wording discourages reasoning and the trailing empty
+ * <think></think> makes many reasoning models treat their thinking phase as already
+ * closed - keeping the probe's tiny budget on actual output instead of burning it on
+ * thinking.
+ */
+const PROBE_PROMPT =
+  'ping - reply with the single word "pong" and nothing else. Do not think or explain.\n<think></think>';
+
+/**
+ * Speed probe prompt: a one-word answer can't be timed (a compliant model emits 1-3
+ * tokens, and the window is then dominated by the final usage chunk's round trip), so
+ * speed mode asks for something long enough to run into its raised cap. Counting to 50 is
+ * deterministic and needs no knowledge, so every model produces the same token stream at
+ * its own decoding rate. Carries the same anti-thinking hint as the connectivity prompt.
+ */
+const SPEED_PROBE_PROMPT =
+  "Count from 1 to 50 as a comma-separated list, and nothing else. Do not think or explain.\n<think></think>";
+
 export class ProjectConfigService {
   constructor(private readonly root: string) {}
 
@@ -203,12 +223,19 @@ export class ProjectConfigService {
    * as a pair in the request body; sends one minimal request using that model's
    * config (optionally overridden with an unsaved apiKey / baseUrl) — no tools, no
    * system prompt, thinking disabled, a tiny output cap, 20s timeout — just to see
-   * whether it completes normally. The model id sent to AgentHub is `modelId`
+   * whether the endpoint answers. The model id sent to AgentHub is `modelId`
    * itself (the upstream id verbatim; client_type inference follows it).
    *
+   * A reasoning-heavy model may ignore the disabled thinking level and burn the
+   * whole tiny output cap on thinking (finish_reason=length with no text — AgentHub
+   * raises EmptyResponseError, collapsed to a malformed outcome): the endpoint
+   * demonstrably streamed model output, which is everything a connectivity test
+   * proves, so that case counts as ok too (see probeVerdict).
+   *
    * Never throws: the LLM layer collapses auth/parameter/network errors into an
    * `LLMOutcome`, which is translated here into ok / message. Consumes very few
-   * Tokens (single-digit output), and writes no Trace and records no usage.
+   * Tokens (single-digit output; speed mode spends up to its 64-token cap to have a
+   * window worth timing), and writes no Trace and records no usage.
    */
   async testModel(projectId: string, req: ModelTestRequest): Promise<ModelTestResponse> {
     const raw = await this.readRaw(projectId);
@@ -236,18 +263,43 @@ export class ProjectConfigService {
         ...(clientType ? { clientType } : {}),
         tools: [],
         thinkingLevel: "none",
-        maxTokens: 16,
+        // Speed mode pairs a raised cap with a prompt that keeps generating (see
+        // SPEED_PROBE_PROMPT), so the stream lasts long enough for TTFT/TPS to describe
+        // decoding rather than one round trip; the plain connectivity test keeps the
+        // single-digit-token budget.
+        maxTokens: req.speed ? 64 : 16,
         requestTimeoutMs: 20_000,
       });
-      const gen = llm.streamGenerate({ newMessages: [userText("ping")] });
+      const gen = llm.streamGenerate({
+        newMessages: [userText(req.speed ? SPEED_PROBE_PROMPT : PROBE_PROMPT)],
+      });
+      let sawContent = false;
+      let firstContentAt: number | null = null;
+      let outputTokens = 0;
       for (;;) {
         const step = await gen.next();
         if (step.done) {
-          const outcome = step.value;
-          if (outcome.status === "completed")
-            return { ok: true, latencyMs: Date.now() - startedAt };
-          const detail = "message" in outcome && outcome.message ? outcome.message : outcome.status;
-          return { ok: false, message: String(detail).slice(0, 300) };
+          const verdict = probeVerdict(step.value, sawContent);
+          if (!verdict.ok) return verdict;
+          const res: ModelTestResponse = { ok: true, latencyMs: Date.now() - startedAt };
+          if (firstContentAt !== null) {
+            res.ttftMs = firstContentAt - startedAt;
+            // Output rate over the streaming window (first content -> stream end), dropped
+            // when the sample is too small to mean anything (see probeTps): usage is only
+            // reported on completed streams, so thinking-only malformed endings carry TTFT
+            // but no rate, and so does a model that answers in a couple of tokens.
+            const tps = probeTps(outputTokens, Date.now() - firstContentAt);
+            if (tps !== undefined) res.tps = tps;
+          }
+          return res;
+        }
+        if (isProbeContent(step.value)) {
+          sawContent = true;
+          if (firstContentAt === null) firstContentAt = Date.now();
+        }
+        const p = step.value.payload as { type?: string; request?: { output?: number } };
+        if (p.type === "token_usage" && typeof p.request?.output === "number") {
+          outputTokens = p.request.output;
         }
       }
     } catch (err) {
@@ -496,3 +548,56 @@ export class ProjectConfigService {
     return this.getModels(projectId);
   }
 }
+
+/**
+ * Whether a streamed message carries genuine model content (thinking or text, partial delta
+ * or complete backfill) — the probe's "the endpoint really answered" signal. Tool calls and
+ * event messages don't count (the probe declares no tools).
+ */
+export function isProbeContent(msg: OmniMessage): boolean {
+  const p = msg.payload as { type?: string; thinking?: string; text?: string };
+  if (p.type === "partial_thinking" || p.type === "thinking") return Boolean(p.thinking);
+  if (p.type === "partial_text" || p.type === "text") return Boolean(p.text);
+  return false;
+}
+
+/**
+ * Probe verdict from the terminal LLM outcome. `completed` always passes. A `malformed`
+ * ending after genuine streamed content also passes: the typical case is a reasoning-heavy
+ * model that ignores the disabled thinking level and burns the probe's tiny max_tokens
+ * entirely on thinking (finish_reason=length -> AgentHub's EmptyResponseError) — the
+ * endpoint, credential, and model id all demonstrably work, which is what a connectivity
+ * test measures. Everything else (auth/parameter failures, timeouts, malformed with nothing
+ * received) fails with the outcome's message.
+ */
+export function probeVerdict(
+  outcome: LLMOutcome,
+  sawContent: boolean,
+): { ok: true } | { ok: false; message: string } {
+  if (outcome.status === "completed") return { ok: true };
+  if (outcome.status === "malformed" && sawContent) return { ok: true };
+  const detail = "message" in outcome && outcome.message ? outcome.message : outcome.status;
+  return { ok: false, message: String(detail).slice(0, 300) };
+}
+
+/**
+ * Sample floors below which the streaming window says nothing about decoding rate. The
+ * speed probe's 64-token cap clears both by a wide margin, so hitting a floor means the
+ * model didn't really stream (a one-word answer, or usage that never arrived).
+ */
+const PROBE_TPS_MIN_TOKENS = 16;
+const PROBE_TPS_MIN_WINDOW_MS = 100;
+
+/**
+ * Output rate (tokens/s) over the probe's streaming window (first content -> stream end),
+ * rounded to 1dp; undefined when the sample is too small to be meaningful. A stream's
+ * closing usage chunk costs a round trip on its own, so a two-token answer measures network
+ * jitter and nothing else — 2 tokens in 30ms reads as 66.7 tok/s and the same model 30ms
+ * later reads as 33.3, which the card badges would paint green vs yellow. Callers report
+ * TTFT alone rather than a fabricated rate; a malformed ending carries no usage at all and
+ * lands here as 0 tokens.
+ */
+export function probeTps(outputTokens: number, windowMs: number): number | undefined {
+  if (outputTokens < PROBE_TPS_MIN_TOKENS || windowMs <= PROBE_TPS_MIN_WINDOW_MS) return undefined;
+  return Math.round((outputTokens / (windowMs / 1000)) * 10) / 10;
+}
diff --git a/packages/server/src/services/session-service.ts b/packages/server/src/services/session-service.ts
index c8758d1..36deabf 100644
--- a/packages/server/src/services/session-service.ts
+++ b/packages/server/src/services/session-service.ts
@@ -7,9 +7,9 @@
  * (provider, model_id) / workspace, which is backfilled into a DB row
  * (approval_mode defaults, createdAt is taken from the timestamp embedded in
  * session_id).
- * Create: via core's `agent.createSession` (model reference as a provider + modelId
- * pair; defaults to the Project's default reference, 400 if there is none; omitting
- * provider goes through resolveModelRef for unique resolution); the new Session is
+ * Create: via core's `agent.createSession` (the model reference is always a complete
+ * (provider, modelId) pair — both or neither; omitting both falls back to the
+ * Project's default reference, 400 if there is none); the new Session is
  * added to session-manager's active table (state idle).
  */
 import path from "node:path";
@@ -22,6 +22,7 @@ import {
 } from "@prismshadow/penguin-core";
 import type { ApprovalMode, SessionInfo } from "../api/types.js";
 import { HttpError, isMissingCredential, modelCredentialMissing } from "../http/errors.js";
+import { badRequest } from "../http/validate.js";
 import type { SessionRow, SessionsRepo } from "../db/repos/sessions.js";
 import type { SessionManager } from "../runtime/session-manager.js";
 import type { ProjectConfigService } from "./project-config-service.js";
@@ -141,28 +142,38 @@ export class SessionService {
   }
 
   /**
-   * Create a Session: model reference `(provider, modelId)` as a pair; defaults to
-   * the Project's default reference (400 prompting to configure a model first if
-   * there is none); when provider is omitted, core's resolveModelRef performs
-   * unique resolution (400 on zero matches / ambiguity). `workspace` is already
+   * Create a Session: the model reference is a complete `(provider, modelId)` pair.
+   * Half a reference is a client error, never something to resolve — the missing half
+   * is never guessed, since a guessed provider would send an entry's credential to a
+   * vendor nobody named. Omitting both falls back to the Project's default reference
+   * (400 prompting to configure a model first if there is none). `workspace` is already
    * validated by the route guard. The new Session is added to the active table
    * (idle).
    */
   async createSession(args: {
     projectId: string;
     agentId: string;
-    /** Upstream id of the session's model (paired with provider); defaults to the Project's default reference. */
+    /** Upstream id of the session's model; always paired with provider. Omit both for the Project's default reference. */
     modelId?: string;
-    /** The provider group for `modelId`; if omitted, resolveModelRef performs unique resolution. */
+    /** The provider group for `modelId`; always paired with modelId, never inferred. */
     provider?: string;
     workspace?: string;
     approvalMode?: ApprovalMode;
     /** Session source marker (schedule when triggered by a scheduled task; defaults to user-created). */
     source?: "schedule";
   }): Promise<SessionInfo> {
-    let modelId = args.modelId;
-    let provider = args.provider;
-    if (modelId === undefined) {
+    if ((args.modelId === undefined) !== (args.provider === undefined)) {
+      throw badRequest(
+        "modelId and provider must be given together as a (provider, modelId) pair: specify both, or neither to use the Project's default model.",
+      );
+    }
+    let modelId: string;
+    let provider: string;
+    if (args.modelId !== undefined && args.provider !== undefined) {
+      modelId = args.modelId;
+      provider = args.provider;
+    } else {
+      // The guard above leaves only "both omitted" here: fall back to the Project default.
       const def = await this.deps.projectConfig.getDefaultModelRef(args.projectId);
       if (def === undefined) {
         throw new HttpError(
@@ -183,12 +194,12 @@ export class SessionService {
     try {
       session = await agent.createSession({
         modelId,
-        ...(provider !== undefined ? { provider } : {}),
+        provider,
         ...(args.workspace !== undefined ? { workspaceDir: args.workspace } : {}),
       });
     } catch (err) {
       // A missing credential is its own category (the frontend shows localized text
-      // by code); other core errors (zero matches / ambiguous reference, Workspace
+      // by code); other core errors (the pair naming no configured entry, Workspace
       // not existing, etc.) are collapsed to 400 — the guard already blocks most cases.
       if (isMissingCredential(err)) throw modelCredentialMissing(modelId);
       throw new HttpError(
diff --git a/packages/server/test/model-probe.test.ts b/packages/server/test/model-probe.test.ts
new file mode 100644
index 0000000..64936c2
--- /dev/null
+++ b/packages/server/test/model-probe.test.ts
@@ -0,0 +1,99 @@
+/**
+ * Model connectivity-probe tests (testModel's pure parts): streamed-content detection, the
+ * outcome verdict — in particular the reasoning-heavy-model case where the probe's tiny
+ * max_tokens is burned entirely on thinking (finish_reason=length -> AgentHub
+ * EmptyResponseError -> malformed outcome) yet the endpoint demonstrably works — and the
+ * output-rate guard that keeps a too-small sample from being reported as throughput.
+ */
+import { describe, expect, it } from "vitest";
+import {
+  assistantText,
+  partialText,
+  partialThinking,
+  thinkingMessage,
+  tokenUsage,
+  toolCall,
+  emptyTokenCounts,
+} from "@prismshadow/penguin-core";
+import { isProbeContent, probeTps, probeVerdict } from "../src/services/project-config-service.js";
+
+describe("isProbeContent", () => {
+  it("counts thinking and text content, partial or complete", () => {
+    expect(isProbeContent(partialThinking("delta", "let me think"))).toBe(true);
+    expect(isProbeContent(partialText("delta", "pong"))).toBe(true);
+    expect(isProbeContent(thinkingMessage("burned the whole budget", "malformed"))).toBe(true);
+    expect(isProbeContent(assistantText("pong"))).toBe(true);
+  });
+
+  it("ignores empty segments, events, and tool calls", () => {
+    expect(isProbeContent(partialThinking("start"))).toBe(false);
+    expect(isProbeContent(partialThinking("stop", "", "malformed"))).toBe(false);
+    expect(isProbeContent(thinkingMessage("", "malformed", { id: "rs_1" }))).toBe(false);
+    expect(isProbeContent(tokenUsage(emptyTokenCounts(), emptyTokenCounts()))).toBe(false);
+    expect(isProbeContent(toolCall({ name: "t", arguments: "{}", toolCallId: "tc1" }))).toBe(false);
+  });
+});
+
+describe("probeVerdict", () => {
+  it("passes a completed probe", () => {
+    expect(probeVerdict({ status: "completed" }, false)).toEqual({ ok: true });
+  });
+
+  it("passes a thinking-only malformed ending when content was streamed (reasoning model hit the tiny cap)", () => {
+    const outcome = {
+      status: "malformed" as const,
+      message: 'OpenaiClient returned no content other than thinking (finish_reason="length").',
+    };
+    expect(probeVerdict(outcome, true)).toEqual({ ok: true });
+  });
+
+  it("fails a malformed ending with nothing received (broken response, not a working endpoint)", () => {
+    const verdict = probeVerdict({ status: "malformed", message: "unexpected EOF" }, false);
+    expect(verdict).toEqual({ ok: false, message: "unexpected EOF" });
+  });
+
+  it("fails timeouts and errors even when content was streamed (flaky is not ok)", () => {
+    expect(probeVerdict({ status: "timeout" }, true)).toEqual({ ok: false, message: "timeout" });
+    expect(probeVerdict({ status: "failed", message: "401 unauthorized" }, true)).toEqual({
+      ok: false,
+      message: "401 unauthorized",
+    });
+    expect(probeVerdict({ status: "aborted" }, true)).toEqual({ ok: false, message: "aborted" });
+  });
+
+  it("truncates long failure messages to 300 characters", () => {
+    const verdict = probeVerdict({ status: "failed", message: "x".repeat(500) }, false);
+    expect(verdict.ok).toBe(false);
+    if (!verdict.ok) expect(verdict.message).toHaveLength(300);
+  });
+});
+
+describe("probeTps", () => {
+  it("reports the rate for a sample that spans a real streaming window", () => {
+    // The speed probe's 64-token cap: a full window is what the badge thresholds grade.
+    expect(probeTps(64, 1000)).toBe(64);
+    expect(probeTps(48, 900)).toBe(53.3);
+  });
+
+  it("reports at the sample floors", () => {
+    expect(probeTps(16, 400)).toBe(40);
+    expect(probeTps(16, 101)).toBe(158.4);
+  });
+
+  it("omits the rate for a one-word answer (jitter, not throughput)", () => {
+    // 2 tokens in 30ms would read as 66.7 tok/s; 30ms of jitter later, as 33.3 — the caller
+    // still reports ttftMs, just no rate.
+    expect(probeTps(2, 30)).toBeUndefined();
+    expect(probeTps(2, 60)).toBeUndefined();
+    expect(probeTps(15, 300)).toBeUndefined();
+  });
+
+  it("omits the rate for a window too short to time, however many tokens arrived", () => {
+    expect(probeTps(64, 100)).toBeUndefined();
+    expect(probeTps(64, 0)).toBeUndefined();
+  });
+
+  it("omits the rate when no usage was reported (malformed thinking-only ending)", () => {
+    expect(probeTps(0, 5000)).toBeUndefined();
+  });
+});
diff --git a/packages/server/test/models.test.ts b/packages/server/test/models.test.ts
index d40e7eae76705d6020091fd8bce1c3714eb838d5..8eca08e57e4a8a5f0ab1119d75da41ddd4fae001 100644
GIT binary patch
delta 59
zcmZqN!PvHgal=<urWk|C-&hX;sm(jt{4_u`hrR+Eh}JZ{DZm<IkgJ<CSx{eb@&QxM
J%?554MFDTy6Tbie

delta 56
zcmZqM!PvNial=<uMuy4XSr0KXY~Ic0rvaq6^%dBFl&<Mb0XBwQ-6W;h$rtq`C+q98
KZPszSB?<r$5D}{Y

diff --git a/packages/server/test/schedule-file.test.ts b/packages/server/test/schedule-file.test.ts
index bd32fd6..f893755 100644
--- a/packages/server/test/schedule-file.test.ts
+++ b/packages/server/test/schedule-file.test.ts
@@ -49,6 +49,11 @@ describe("parseScheduleFile", () => {
     });
   });
 
+  it("keeps a complete model reference pair", () => {
+    const def = defOf(`${BASE}provider = "custom"\nmodel_id = "m1"\n`);
+    expect(def).toMatchObject({ provider: "custom", modelId: "m1" });
+  });
+
   it("enabled defaults to off; omitting period means one-shot", () => {
     const def = defOf(`prompt = "p"\nstart_at = "2026-07-16T09:00:00Z"\n`);
     expect(def.enabled).toBe(false);
@@ -67,6 +72,10 @@ describe("parseScheduleFile", () => {
       [`${BASE}session_id = "s"\nworkspace = "/tmp/w"\n`, "new-Session mode"],
       [`${BASE}session_id = "s"\nmodel_id = "m1"\n`, "new-Session mode"],
       [`${BASE}model_id = ""\n`, "model_id"],
+      // A model reference is always a pair: half of one is invalid in either direction
+      // (model_id alone is what a file written before this rule looks like).
+      [`${BASE}model_id = "m1"\n`, "given together"],
+      [`${BASE}provider = "custom"\n`, "given together"],
     ];
     for (const [raw, hint] of cases) {
       const r = parseScheduleFile("x", raw);
diff --git a/packages/server/test/scheduler.test.ts b/packages/server/test/scheduler.test.ts
index c9361a1..d684c7b 100644
--- a/packages/server/test/scheduler.test.ts
+++ b/packages/server/test/scheduler.test.ts
@@ -47,9 +47,9 @@ describe("scheduler", () => {
 
   beforeEach(async () => {
     root = await makeTempRoot();
-    // A schedule's model reference is resolved against the Project config during
-    // reconciliation, so provide a minimal config here:
-    // m-bench is globally unique, so provider can be omitted and still resolve uniquely.
+    // A schedule's model reference is checked against the Project config during
+    // reconciliation, so provide a minimal config here: the file must name the whole
+    // (provider, model_id) pair for it to match.
     await saveProjectConfig(root, P, {
       default_model: { provider: "custom", model_id: "m-bench" },
       models: [{ provider: "custom", model_id: "m-bench" }],
@@ -279,6 +279,7 @@ describe("scheduler", () => {
       `start_at = "${iso(T0 + MIN)}"`,
       `period = "5m"`,
       `workspace = "/tmp/ws"`,
+      `provider = "custom"`,
       `model_id = "m-bench"`,
     ]);
     await scheduler.tickOnce();
@@ -287,31 +288,50 @@ describe("scheduler", () => {
     nowMs = T0 + 6 * MIN;
     await scheduler.tickOnce();
     expect(created).toHaveLength(2);
-    // The file only supplies model_id (no provider): passed through as-is, resolved
-    // into a paired reference downstream via a unique match.
+    // The file's model reference is passed straight through as a pair.
     expect(created[0]).toMatchObject({
       projectId: P,
       agentId: A,
       workspace: "/tmp/ws",
+      provider: "custom",
       modelId: "m-bench",
     });
-    expect("provider" in created[0]!).toBe(false);
     expect(started.map((s) => s.sessionId)).toEqual(["session-new-1", "session-new-2"]);
   });
 
-  it("new-Session mode: when the file gives provider, it is passed through as a pair", async () => {
-    await writeFile("paired", [
-      `prompt = "paired"`,
+  it("new-Session mode: omitting the model reference entirely leaves the Project default to the session creator", async () => {
+    await writeFile("default-model", [
+      `prompt = "default"`,
       `enabled = true`,
       `start_at = "${iso(T0 + MIN)}"`,
-      `provider = "custom"`,
-      `model_id = "m-bench"`,
     ]);
     await scheduler.tickOnce();
     nowMs = T0 + MIN;
     await scheduler.tickOnce();
     expect(created).toHaveLength(1);
-    expect(created[0]).toMatchObject({ provider: "custom", modelId: "m-bench" });
+    expect("provider" in created[0]!).toBe(false);
+    expect("modelId" in created[0]!).toBe(false);
+  });
+
+  it("a file carrying model_id without provider is invalid: never scheduled, error recorded", async () => {
+    // A schedule file persisted before the pairing rule can hold model_id alone. It must
+    // fail exactly like any other invalid file — skipped with an error recorded — rather
+    // than resolving the provider or throwing out of the tick loop.
+    await writeFile("legacy", [
+      `prompt = "legacy"`,
+      `enabled = true`,
+      `start_at = "${iso(T0 + MIN)}"`,
+      `model_id = "m-bench"`,
+    ]);
+    await scheduler.tickOnce();
+    nowMs = T0 + 2 * MIN;
+    await scheduler.tickOnce();
+    expect(created).toHaveLength(0);
+    expect(started).toHaveLength(0);
+    expect(repo.find(P, A, "legacy")).toBeNull();
+    const recorded = errors.filter((e) => e.code === "schedule_invalid_file");
+    expect(recorded.length).toBeGreaterThan(0);
+    expect((recorded[0]?.err as Error).message).toContain("given together");
   });
 
   it("invalid files are skipped with an error recorded, without affecting other tasks", async () => {
diff --git a/packages/server/test/schedules.test.ts b/packages/server/test/schedules.test.ts
index 60ba576..3d9feaa 100644
--- a/packages/server/test/schedules.test.ts
+++ b/packages/server/test/schedules.test.ts
@@ -146,17 +146,24 @@ describe("schedules api", () => {
     ).toBe(404);
   });
 
-  it("validation 400: period below the minimum, invalid instant, pick-one target, invalid task name", async () => {
+  it("validation 400: period below the minimum, invalid instant, pick-one target, half a model reference, invalid task name", async () => {
     const ok = { prompt: "p", enabled: false, startAt: FUTURE };
     const cases = [
       { name: "j1", ...ok, period: "4m" },
       { name: "j2", ...ok, startAt: "someday" },
       { name: "j3", ...ok, sessionId: "s", workspace: "/w" },
+      // A model reference is a pair: neither half alone is accepted (nothing is inferred).
+      { name: "j4", ...ok, modelId: "deepseek-v4-pro" },
+      { name: "j5", ...ok, provider: "deepseek" },
       { name: "bad.name", ...ok },
     ];
     for (const body of cases) {
       expect((await owner.post(base, body)).status, JSON.stringify(body)).toBe(400);
     }
+    // Nothing was persisted for any of them.
+    const list = (await (await owner.get(base)).json()) as SchedulesResponse;
+    expect(list.schedules).toEqual([]);
+    expect(list.invalidFiles).toEqual([]);
   });
 
   it("hand-edited files: invalid ones land in invalidFiles; expired one-shots are marked missed during reconciliation", async () => {
@@ -175,4 +182,22 @@ describe("schedules api", () => {
     // For a hand-edited file, the creator falls back to the Project owner.
     expect(stale?.creatorUserId).toBe("owner_a");
   });
+
+  it("a file holding model_id without provider lands in invalidFiles instead of being scheduled", async () => {
+    // What a schedule file persisted before the pairing rule looks like: the provider is
+    // never filled in for it, the file is simply reported invalid and skipped.
+    const dir = scheduleDir(t.root, projectId, "default_agent");
+    await fs.mkdir(dir, { recursive: true });
+    await fs.writeFile(
+      path.join(dir, "legacy.toml"),
+      `prompt = "p"\nenabled = true\nstart_at = "${FUTURE}"\nmodel_id = "deepseek-v4-pro"\n`,
+      "utf8",
+    );
+    const list = (await (await owner.get(base)).json()) as SchedulesResponse;
+    expect(list.schedules).toEqual([]);
+    expect(list.invalidFiles.map((f) => f.name)).toEqual(["legacy"]);
+    expect(list.invalidFiles[0]?.error).toContain("given together");
+    // Reading it by name reports the same error rather than 404 or a 500.
+    expect((await owner.get(`${base}/legacy`)).status).toBe(400);
+  });
 });
diff --git a/packages/server/test/session-index.test.ts b/packages/server/test/session-index.test.ts
index 278ad71..beec5a7 100644
--- a/packages/server/test/session-index.test.ts
+++ b/packages/server/test/session-index.test.ts
@@ -103,6 +103,21 @@ describe("session-index", () => {
     expect(list.sessions.map((s) => s.sessionId)).toContain(session.sessionId);
   });
 
+  it("half a model reference is 400: the missing half is never inferred", async () => {
+    await configureModels();
+    // Only modelId: even though it names the one configured model, the provider is never
+    // filled in for the caller — a reference is submitted as a pair or not at all.
+    const onlyModel = await api.post(base(), { modelId: "claude-sonnet-4-6" });
+    expect(onlyModel.status).toBe(400);
+    const onlyProvider = await api.post(base(), { provider: "anthropic" });
+    expect(onlyProvider.status).toBe(400);
+    // The complete pair works, and so does omitting both (Project default).
+    expect(
+      (await api.post(base(), { provider: "anthropic", modelId: "claude-sonnet-4-6" })).status,
+    ).toBe(201);
+    expect((await api.post(base(), {})).status).toBe(201);
+  });
+
   it("an explicit Workspace only needs to exist; it may live outside the Project directory", async () => {
     await configureModels();
     const inside = path.join(t.root, projectId, "my-workdir");
diff --git a/packages/server/test/session-manager.test.ts b/packages/server/test/session-manager.test.ts
index a31fdf9..a848042 100644
--- a/packages/server/test/session-manager.test.ts
+++ b/packages/server/test/session-manager.test.ts
@@ -2,8 +2,9 @@
  * Unit tests for the Session runtime (a fake Session / Loader is injected; no
  * real LLM requests are made): driving and state transitions, 409 mutual
  * exclusion, the four approval modes and taking effect immediately on change,
- * abort collapsing to deny, self-healing id swaps, and LLM / tool errors in the
- * message stream being persisted (core doesn't throw, so try/catch can't catch them).
+ * abort collapsing to deny, self-healing id swaps, vault invalidation re-resuming
+ * stale runtimes, and LLM / tool errors in the message stream being persisted
+ * (core doesn't throw, so try/catch can't catch them).
  */
 import { afterEach, beforeEach, describe, expect, it } from "vitest";
 import type { DatabaseSync } from "node:sqlite";
@@ -475,6 +476,62 @@ describe("session-manager", () => {
     expect(loads).toBe(1);
   });
 
+  it("invalidateAgentRuntimes: an idle entry is discarded and re-resumed on next access; other Agents unaffected", async () => {
+    let loads = 0;
+    const loader: SessionLoader = {
+      load: async () => {
+        loads++;
+        return approvalFakeSession("session-1");
+      },
+    };
+    const manager = makeManager(loader);
+    sessions.updateApprovalMode("session-1", "allow-all");
+    // Adopted after creation: records the current generation, so Tasks reuse it without loading.
+    manager.adopt(ROW, approvalFakeSession("session-1"));
+
+    // Another Agent's vault update leaves this entry alone.
+    manager.invalidateAgentRuntimes("p1", "other_agent");
+    await manager.startTask("session-1", [userText("a")]);
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    expect(loads).toBe(0);
+
+    // This Agent's vault update: the next Task rebuilds the runtime via the loader.
+    manager.invalidateAgentRuntimes("p1", "a1");
+    await manager.startTask("session-1", [userText("b")]);
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    expect(loads).toBe(1);
+
+    // Rebuilt once only: the fresh entry is current again.
+    await manager.startTask("session-1", [userText("c")]);
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    expect(loads).toBe(1);
+  });
+
+  it("invalidateAgentRuntimes mid-run: the in-flight Task keeps its runtime; the first Task after it finishes re-resumes", async () => {
+    let loads = 0;
+    const loader: SessionLoader = {
+      load: async () => {
+        loads++;
+        return approvalFakeSession("session-1");
+      },
+    };
+    const manager = makeManager(loader);
+    await manager.startTask("session-1", [userText("go")]); // built here: load #1
+    await waitFor(() => manager.pendingApprovalCount("session-1") === 1);
+
+    manager.invalidateAgentRuntimes("p1", "a1"); // vault updated while the Task waits on approval
+    // The pending approval still targets the live entry: the run completes on the old runtime.
+    expect(manager.decideApproval("session-1", "tc-1", "allow")).toBe(true);
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    expect(loads).toBe(1);
+
+    // First Task after it finished: the stale entry is discarded and re-resumed with current values.
+    sessions.updateApprovalMode("session-1", "allow-all");
+    await manager.startTask("session-1", [userText("next")]);
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    expect(loads).toBe(2);
+  });
+
   it("sweepIdle: entries that are running / have pending approvals are not evicted", async () => {
     const manager = makeManager(loaderOf(approvalFakeSession("session-1")));
     await manager.startTask("session-1", [userText("go")]);
@@ -547,4 +604,121 @@ describe("session-manager", () => {
     await new Promise((r) => setTimeout(r, 10));
     expect(notified.length).toBe(1);
   });
+
+  it("fires title generation early once 1000 chars of body text have streamed (mid-run, before the Task finishes)", async () => {
+    const notified: { ctx: UsageContext; req: TitleRequest }[] = [];
+    // Gate the run after the big body text so the early trigger provably happens mid-run.
+    let release!: () => void;
+    const gate = new Promise<void>((r) => (release = r));
+    const longSession: RuntimeSession = {
+      sessionId: "session-1",
+      toolPermission: () => "rw",
+      generateTitle: async () => ({ title: null, usage: null }),
+      compactability: () => "ok" as const,
+      async *run() {
+        yield assistantText("x".repeat(600));
+        // Sub-session text doesn't count toward the main-session body threshold
+        // (asserted on its own in the next test).
+        yield withOrigin(assistantText("z".repeat(2000)), "session-sub");
+        yield assistantText("y".repeat(600)); // crosses the 1000-char threshold
+        await gate;
+        yield assistantText("tail");
+      },
+      async *compact() {},
+    };
+    const manager = new SessionManager({
+      sessions,
+      channels,
+      loader: loaderOf(longSession),
+      recorder: { record: async () => {} },
+      titles: {
+        maybeGenerate: (ctx, _session, req) => notified.push({ ctx, req }),
+      },
+      log: () => {},
+    });
+
+    await manager.startTask("session-1", [userText("long question")]);
+    // The early trigger fires while the run is still in flight (gated before completion).
+    await waitFor(() => notified.length === 1);
+    expect(manager.statusOf("session-1")).toBe("running");
+    expect(notified[0]!.req.fallbackText).toBe("long question");
+    expect(notified[0]!.req.material).toBeUndefined();
+
+    // Completion still notifies as the short-answer fallback path (the generator itself dedups).
+    release();
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    await waitFor(() => notified.length === 2);
+  });
+
+  it("a subagent's output never fires the early title: only main-session body text counts toward the 1000 chars", async () => {
+    const notified: { ctx: UsageContext; req: TitleRequest }[] = [];
+    const driven: OmniMessage[] = [];
+    // Gate the run right after the sub-session's long output: while the parent is parked
+    // here the completion trigger hasn't run yet, so an empty `notified` proves the child's
+    // text alone never crossed the threshold (without the gate an early fire would be
+    // indistinguishable from the completion one).
+    let release!: () => void;
+    const gate = new Promise<void>((r) => (release = r));
+    const delegating: RuntimeSession = {
+      sessionId: "session-1",
+      toolPermission: () => "rw",
+      generateTitle: async () => ({ title: null, usage: null }),
+      compactability: () => "ok" as const,
+      async *run() {
+        yield toolCall({
+          name: "run_subagent",
+          arguments: JSON.stringify({ prompt: "Research the background of this question" }),
+          toolCallId: "sub-1",
+        });
+        const hop = "child-1";
+        yield withOrigin(
+          sessionMeta({
+            session_id: "child-1",
+            model_id: "m-child",
+            provider: "custom",
+            model_context_window: 1000,
+            system_prompt: "sys",
+            tools: [],
+            thinking_level: "default",
+            agent_state: "/root/p1/child_agent/agent_state",
+            workspace: "/tmp/w-child",
+          }),
+          hop,
+        );
+        // Far past the threshold, but it belongs to the sub-session's own conversation.
+        yield withOrigin(assistantText("z".repeat(3000)), hop);
+        await gate;
+        yield assistantText("short answer"); // the parent's whole body, well under 1000 chars
+      },
+      async *compact() {},
+    };
+    const manager = new SessionManager({
+      sessions,
+      channels,
+      loader: loaderOf(delegating),
+      recorder: {
+        record: async (_ctx, msg) => {
+          driven.push(msg);
+        },
+      },
+      titles: {
+        maybeGenerate: (ctx, _session, req) => notified.push({ ctx, req }),
+      },
+      log: () => {},
+    });
+
+    await manager.startTask("session-1", [userText("delegate this")]);
+    // Recording happens after the early-title check, so once the sub-session's 3000 chars
+    // have been driven through the parent's counter has already seen everything it will
+    // ever see from the child — and it must still be at zero.
+    await waitFor(() => driven.length === 3);
+    expect(manager.statusOf("session-1")).toBe("running");
+    expect(notified.length).toBe(0);
+
+    // Only the completion path notifies: once for the parent, once for the sub-session's own title.
+    release();
+    await waitFor(() => manager.statusOf("session-1") === "idle");
+    await waitFor(() => notified.length === 2);
+    expect(notified.map((n) => n.ctx.sessionId)).toEqual(["session-1", "child-1"]);
+  });
 });
diff --git a/packages/server/test/skills.test.ts b/packages/server/test/skills.test.ts
index 6f33ede..5cecf23 100644
--- a/packages/server/test/skills.test.ts
+++ b/packages/server/test/skills.test.ts
@@ -57,11 +57,10 @@ describe("skills api", () => {
     expect(res.status).toBe(200);
     const body = (await res.json()) as SkillLibraryResponse;
     expect(body.groups.map((g) => g.id)).toEqual([
-      "agent-development",
-      "data-analysis",
-      "penguin-development",
-      "web-development",
-      "software-engineering",
+      "office-productivity",
+      "software-development",
+      "ai-app-development",
+      "agent-tuning",
     ]);
     for (const group of body.groups) {
       expect(group.title.length).toBeGreaterThan(0);
@@ -71,20 +70,22 @@ describe("skills api", () => {
       expect("description" in group).toBe(false);
     }
     // Members within a group follow the SKILL_GROUPS list order (as ungrouped by loadSkillGroups).
-    expect(body.groups[0]!.skills.map((s) => s.name)).toEqual([
-      "agent-creation",
-      "benchmark-design",
-      "agent-evaluation",
-      "agent-optimization",
+    expect(body.groups[0]!.skills.map((s) => s.name)).toEqual(["data-analysis", "firecrawl"]);
+    expect(body.groups[1]!.skills.map((s) => s.name)).toEqual([
+      "web-design",
+      "software-engineering",
     ]);
-    expect(body.groups[1]!.skills.map((s) => s.name)).toEqual(["data-analysis"]);
     expect(body.groups[2]!.skills.map((s) => s.name)).toEqual([
       "penguin-sdk",
       "penguin-cli",
       "agenthub-models",
     ]);
-    expect(body.groups[3]!.skills.map((s) => s.name)).toEqual(["web-design"]);
-    expect(body.groups[4]!.skills.map((s) => s.name)).toEqual(["software-engineering"]);
+    expect(body.groups[3]!.skills.map((s) => s.name)).toEqual([
+      "agent-creation",
+      "benchmark-design",
+      "agent-evaluation",
+      "agent-optimization",
+    ]);
     const skills = body.groups.flatMap((g) => g.skills);
     for (const skill of skills) {
       expect(skill.name.length).toBeGreaterThan(0);
diff --git a/packages/server/test/title-generator.test.ts b/packages/server/test/title-generator.test.ts
index 5844662..b5dc213 100644
--- a/packages/server/test/title-generator.test.ts
+++ b/packages/server/test/title-generator.test.ts
@@ -164,6 +164,17 @@ describe("title-generator", () => {
     await waitFor(() => recorded.length > 0);
   });
 
+  it("fallback strips a leading <use_skills> block so the marker never becomes the title", async () => {
+    const calls = { count: 0, args: [] as unknown[] };
+    const gen = makeGenerator();
+    gen.maybeGenerate(CTX, fakeSession({ title: null, usage: null }, calls), {
+      fallbackText: "<use_skills>\nskills: web-design\n</use_skills>\n做一个落地页",
+    });
+    await waitFor(() => sessions.findById(ROW.sessionId)?.title !== null);
+    // Not "<use_skills>" — the marker block is removed before the first line is taken.
+    expect(sessions.findById(ROW.sessionId)?.title).toBe("做一个落地页");
+  });
+
   it("LLM returns null and the fallback material is blank → the title stays NULL (retryable next time)", async () => {
     const calls = { count: 0, args: [] as unknown[] };
     const gen = makeGenerator();
diff --git a/packages/server/test/vault.test.ts b/packages/server/test/vault.test.ts
index 3180854..c04ad22 100644
--- a/packages/server/test/vault.test.ts
+++ b/packages/server/test/vault.test.ts
@@ -3,14 +3,29 @@
  * agent_state/.vault.toml): GET masks values (plaintext
  * is never sent), PUT is owner-only, whole-table replace semantics (omitting
  * value keeps the original, an absent key is deleted, a new key must supply a
- * value), 400 on key/shape validation, 404 for a nonexistent Agent, and vaults
- * of different Agents are independent of each other.
+ * value), 400 on key/shape validation, 404 for a nonexistent Agent, vaults of
+ * different Agents are independent of each other, and PUT invalidates the Agent's
+ * cached Session runtimes (the next Task re-resumes and sees the new values).
  */
 import { afterEach, beforeEach, describe, expect, it } from "vitest";
+import { userText } from "@prismshadow/penguin-core";
 import type { ProjectCreateResponse, VaultResponse } from "../src/api/types.js";
-import { apiClient, createTestApp, provisionUser } from "./helpers.js";
+import type { RuntimeSession } from "../src/runtime/session-manager.js";
+import { apiClient, createTestApp, provisionUser, waitFor } from "./helpers.js";
 import type { TestApp } from "./helpers.js";
 
+/** Minimal fake runtime Session: one assistant reply, no approvals (keeps the loader-count test free of LLM calls). */
+function fakeRuntimeSession(sessionId: string): RuntimeSession {
+  return {
+    sessionId,
+    toolPermission: () => "rw",
+    generateTitle: async () => ({ title: null, usage: null }),
+    compactability: () => "ok" as const,
+    async *run() {},
+    async *compact() {},
+  };
+}
+
 describe("vault api", () => {
   let t: TestApp;
   let owner: ReturnType<typeof apiClient>;
@@ -18,9 +33,19 @@ describe("vault api", () => {
   let outsider: ReturnType<typeof apiClient>;
   let projectId: string;
   let vaultPath: string;
+  /** Loader call count: how many times the manager (re)built a runtime from the index. */
+  let loads: number;
 
   beforeEach(async () => {
-    t = await createTestApp();
+    loads = 0;
+    t = await createTestApp({
+      loader: {
+        load: async (row) => {
+          loads++;
+          return fakeRuntimeSession(row.sessionId);
+        },
+      },
+    });
     const a = await provisionUser(t.app, "owner_a");
     const b = await provisionUser(t.app, "member_b");
     const c = await provisionUser(t.app, "outsider_c");
@@ -112,6 +137,42 @@ describe("vault api", () => {
     expect(modelsBody.models[0]!.credential).toBeTruthy();
   });
 
+  it("PUT invalidates the Agent's cached Session runtimes: the next Task re-resumes and picks up the new vault", async () => {
+    t.deps.sessionsRepo.insert({
+      sessionId: "vault-sess-1",
+      projectId,
+      agentId: "default_agent",
+      modelId: "m1",
+      provider: "custom",
+      workspace: t.root,
+      approvalMode: "allow-all",
+      title: null,
+      createdAt: new Date().toISOString(),
+    });
+    const idle = () => t.deps.manager.statusOf("vault-sess-1") === "idle";
+
+    // First Task builds the runtime (load #1); the second reuses the active-table entry.
+    await t.deps.manager.startTask("vault-sess-1", [userText("a")]);
+    await waitFor(idle);
+    await t.deps.manager.startTask("vault-sess-1", [userText("b")]);
+    await waitFor(idle);
+    expect(loads).toBe(1);
+
+    // Vault update via the API: the cached runtime is stale, so the next Task re-resumes
+    // (the loader re-reads .vault.toml — the new value reaches the next Task's environment).
+    const put = await owner.put(vaultPath, { entries: [{ key: "NEW_KEY", value: "v-secret-1" }] });
+    expect(put.status).toBe(200);
+    await t.deps.manager.startTask("vault-sess-1", [userText("c")]);
+    await waitFor(idle);
+    expect(loads).toBe(2);
+
+    // Reads don't invalidate: the rebuilt runtime is reused.
+    expect((await owner.get(vaultPath)).status).toBe(200);
+    await t.deps.manager.startTask("vault-sess-1", [userText("d")]);
+    await waitFor(idle);
+    expect(loads).toBe(2);
+  });
+
   it("Agent-level isolation: different Agents' vaults are independent; a nonexistent Agent 404", async () => {
     await owner.put(vaultPath, { entries: [{ key: "ONLY_DEFAULT", value: "v-default-1" }] });
 
diff --git a/packages/server/test/workspace-files.test.ts b/packages/server/test/workspace-files.test.ts
index 7178803..d99e995 100644
--- a/packages/server/test/workspace-files.test.ts
+++ b/packages/server/test/workspace-files.test.ts
@@ -122,6 +122,7 @@ describe("files/stat route (batch existence check)", () => {
   let owner: ReturnType<typeof apiClient>;
   let outsider: ReturnType<typeof apiClient>;
   let sessionId: string;
+  let workspace: string;
 
   beforeEach(async () => {
     t = await createTestApp();
@@ -141,6 +142,7 @@ describe("files/stat route (batch existence check)", () => {
       await owner.post(`/api/projects/${projectId}/agents/default_agent/sessions`, {})
     ).json()) as SessionCreateResponse;
     sessionId = sess.session.sessionId;
+    workspace = sess.session.workspace;
     await fs.mkdir(path.join(sess.session.workspace, "sub"));
     await fs.writeFile(path.join(sess.session.workspace, "a.txt"), "A");
     await fs.writeFile(path.join(sess.session.workspace, "sub", "b.md"), "B");
@@ -149,6 +151,35 @@ describe("files/stat route (batch existence check)", () => {
     await t.cleanup();
   });
 
+  it("files/content on html: inline stays text/plain; preview=1 keeps text/html under a CSP sandbox; download keeps the real type with no CSP", async () => {
+    await fs.writeFile(path.join(workspace, "page.html"), "<!doctype html><script>1</script>");
+    const url = `/api/sessions/${sessionId}/files/content?path=page.html`;
+
+    const inline = await owner.get(url);
+    expect(inline.status).toBe(200);
+    expect(inline.headers.get("content-type")).toContain("text/plain");
+    expect(inline.headers.get("content-security-policy")).toBeNull();
+
+    const preview = await owner.get(`${url}&preview=1`);
+    expect(preview.status).toBe(200);
+    expect(preview.headers.get("content-type")).toContain("text/html");
+    const csp = preview.headers.get("content-security-policy") ?? "";
+    expect(csp).toContain("sandbox");
+    expect(csp).not.toContain("allow-same-origin");
+    expect(preview.headers.get("content-disposition")).toContain("inline");
+
+    // download wins over preview: attachment + real type, no CSP needed.
+    const download = await owner.get(`${url}&download=1&preview=1`);
+    expect(download.headers.get("content-type")).toContain("text/html");
+    expect(download.headers.get("content-disposition")).toContain("attachment");
+    expect(download.headers.get("content-security-policy")).toBeNull();
+
+    // Non-scriptable files are unaffected by preview.
+    const txt = await owner.get(`/api/sessions/${sessionId}/files/content?path=a.txt&preview=1`);
+    expect(txt.headers.get("content-type")).toContain("text/plain");
+    expect(txt.headers.get("content-security-policy")).toBeNull();
+  });
+
   it("existing files return in order, deduplicated; missing / directory / out-of-bounds all count as nonexistent, always 200", async () => {
     const res = await owner.post(`/api/sessions/${sessionId}/files/stat`, {
       paths: ["sub/b.md", "a.txt", "sub/b.md", "nope.txt", "sub", "../escape.txt", "/etc/passwd"],
diff --git a/packages/skills/README.md b/packages/skills/README.md
index d422fc0..aae9277 100644
--- a/packages/skills/README.md
+++ b/packages/skills/README.md
@@ -4,17 +4,16 @@ The PenguinHarness built-in skill library. A Skill is a directory with a `SKILL.
 
 Skills follow the "index first, body on demand" design: only their metadata is injected into an Agent's system prompt; the Agent reads the full `SKILL.md` via shell when it actually needs it.
 
-Included skills:
+Included skills, in the order of the `SKILL_GROUPS` manifest in `src/index.ts` (a skill directory missing from the manifest is still loaded, and lands in an "Other" group):
 
 | Group | Skills |
 | --- | --- |
-| Agent Development | `agent-creation`, `benchmark-design`, `agent-evaluation`, `agent-optimization` |
-| Data Analysis | `data-analysis` |
-| Penguin Development | `penguin-sdk`, `penguin-cli`, `agenthub-models` |
-| Web Development | `web-design` |
-| Software Engineering | `software-engineering` |
+| Office Productivity | `data-analysis`, `firecrawl` |
+| Software Development | `web-design`, `software-engineering` |
+| AI App Development | `penguin-sdk`, `penguin-cli`, `agenthub-models` |
+| Agent Tuning | `agent-creation`, `benchmark-design`, `agent-evaluation`, `agent-optimization` |
 
-The first group powers the self-improvement loop: design a Benchmark, evaluate the Target Agent, optimize it to version N+1 with a snapshot before every round.
+Agent Tuning powers the self-improvement loop: create the Target Agent, design a Benchmark, evaluate it, optimize it to version N+1 with a snapshot before every round.
 
 ## Documentation
 
diff --git a/packages/skills/skills/agent-creation/SKILL.md b/packages/skills/skills/agent-creation/SKILL.md
index 7b0eb68..74f408c 100644
--- a/packages/skills/skills/agent-creation/SKILL.md
+++ b/packages/skills/skills/agent-creation/SKILL.md
@@ -3,8 +3,8 @@ name: agent-creation
 description: Turn a user requirement into a concrete agent — write the target agent's AGENTS.md and install the skills it needs.
 short_description: Turn a requirement into a working agent.
 short_description_zh: 把需求变成可用的 Agent。
-version: 1
-updated: 2026-07-17T00:00:00Z
+version: 2
+updated: 2026-07-20T13:00:00Z
 ---
 
 # Agent Creation
@@ -13,7 +13,7 @@ This skill turns a user requirement into a working agent configuration — plain
 
 ## Before you start
 
-If the user's message only invokes this skill (e.g. "use agent-creation skill") without a concrete requirement, ask the user what agent they want and what it should do. Do not start until the requirement is clear.
+If the user's message only invokes this skill (e.g. "use agent-creation skill") without a concrete requirement, ask the user what agent they want and what it should do. But when the requirement is already concrete — even a single sentence like "an expert that answers questions about X" — do **not** ask follow-up questions: derive the role and rules from that sentence, apply the defaults below, and list your assumptions in the final reply.
 
 ## Locate the target agent
 
@@ -34,7 +34,7 @@ An agent directory contains `agent_state/` (`system_config.yaml`, `AGENTS.md`, `
 - Role — what the agent is for, in one or two sentences.
 - Domain guidance — the concrete rules, steps and constraints derived from the user requirement.
 
-Be concise: AGENTS.md is prompt context, not documentation.
+Be concise: AGENTS.md is prompt context, not documentation. For a domain expert that answers from a knowledge base, a good AGENTS.md is a few lines: the role sentence, "answer strictly from the provided context blocks", citation rules ("cite blocks inline as [1][2]"), a refusal rule for questions the context cannot answer, and "answer in the language of the question".
 
 ## Install skills
 
@@ -44,8 +44,8 @@ A skill is a directory `agent_state/skills/<skill_name>/` containing a `SKILL.md
 ---
 name: <skill_name>
 description: <skill_description>
-version: 1
-updated: <ISO 8601 timestamp>
+version: <natural number — bump it on every content change>
+updated: <ISO 8601 timestamp — move it together with version>
 ---
 
 <skill_instructions>
@@ -57,6 +57,12 @@ Installing is all it takes: the frontmatter metadata of every `SKILL.md` under `
 
 Write skills yourself, or fetch existing ones from the internet with shell commands (`curl`, `git clone`) and place them under `skills/`. Anything fetched from the internet must be read in full and reviewed before installing — a skill becomes durable instructions the target agent will follow in every future session; never install one you have not read, and tell the user what it does.
 
+Library skills can be copied from any agent that already has them (e.g. `default_agent`, which ships the whole library) — copy the entire `skills/<skill_name>/` directory. Common bundles, so you don't under-equip the target:
+
+- **App builder** (builds apps or web frontends): `penguin-sdk`, `web-design`, `agenthub-models`.
+- **Knowledge expert** (answers questions over a document set): usually **no** harness agent is needed — build a RAG app with the penguin-sdk skill instead, and configure the app's embedded agent (below).
+- **Evaluation loop**: `benchmark-design`, `agent-evaluation`, `agent-optimization`.
+
 ## Set name and description
 
 In the target's `agent_state/system_config.yaml`, set the top-level `name:` and `description:` fields so the agent is recognizable in lists. Edit only these two fields.
@@ -71,3 +77,7 @@ cp "$PROJECT_DIR/agents/default_agent/agent_state/system_config.yaml" "$TARGET/a
 ```
 
 A new agent starts with no skills — install only what it needs. Then write its AGENTS.md, name and description as above.
+
+## The embedded agent of an SDK app
+
+An app built with the penguin-sdk skill carries its own agent inside the project (`createAgent({ root })` initializes `<app>/penguin_data/default_project/agents/default_agent/` on first run). That directory has exactly the layout described here, and everything in this skill applies to it: write the app's persona into its `agent_state/AGENTS.md` (the penguin-sdk recipe keeps the source of truth in the project's `persona.md` and copies it in during ingest), and set `name`/`description` in its `system_config.yaml` so the app is recognizable. This is how "the app becomes an expert on X": the persona lives in the embedded agent's AGENTS.md, not in application code.
diff --git a/packages/skills/skills/agenthub-models/SKILL.md b/packages/skills/skills/agenthub-models/SKILL.md
index 7ba0678..6890b6b 100644
--- a/packages/skills/skills/agenthub-models/SKILL.md
+++ b/packages/skills/skills/agenthub-models/SKILL.md
@@ -3,8 +3,8 @@ name: agenthub-models
 description: Call model APIs through @prismshadow/agenthub — streaming text generation, image generation, speech synthesis and embeddings with one client.
 short_description: Call model APIs with one AgentHub client.
 short_description_zh: 用一个 AgentHub 客户端调用模型 API。
-version: 1
-updated: 2026-07-17T00:00:00Z
+version: 7
+updated: 2026-07-21T00:00:00Z
 ---
 
 # AgentHub Model APIs
@@ -29,6 +29,20 @@ const client = new AutoLLMClient({ model: "<model_id>", apiKey: "<key>", baseUrl
 
 If the user's message only invokes this skill (e.g. "use agenthub-models skill") without a concrete task, ask the user what they want to build. Do not write code until the requirement is clear.
 
+**Important prerequisite — set the key up first, then develop.** When the script is an AI app you are building for the user, have them add the model API key in **this agent's key vault** (gear icon on its card, Agents page → settings → key vault tab) *before* you start, so the credential is in your shell environment. If the app stores its own model config, keep its Penguin data root **inside the CWD workspace** (`--root ./penguin_data`), never `~/.penguin`. Model ids can come from the penguin CLI catalog and the id table below.
+
+Check for a usable API key before writing code — the client needs one for whichever provider you target:
+
+```bash
+env | grep -oE "(DEEPSEEK|OPENAI|ANTHROPIC|GEMINI)_API_KEY" || echo none
+```
+
+Vault keys also appear in your Vault Keys section. **Only two sources count as a usable key**: a vault-injected environment variable (the check above), or — when the app stores its own model config — a key already configured in the app's own data root (`penguin config model list --root <data_dir>`). Keys living in the global `~/.penguin` or any other `.penguin` directory do **not** count — a bare `penguin config model list` (no `--root`) reads the global store, because the CLI defaults to the global root unless `--root` is given, so a key showing up there proves nothing for your script and must never be used or copied.
+
+If neither counted source yields a usable key, **stop immediately and ask the user to configure one — do not write code, and do not keep calling tools to retry**: ask them to add one in the agent's **key vault** (gear icon on the agent's card, Agents page → settings → key vault tab); vault values reach your shell environment on the next task. Re-checking the environment or the vault in a loop just wastes turns — one clear check, then hand back to the user.
+
+Keep model API keys **project-local**: for an app that stores its own model config, write the key into the project under the working directory with the penguin CLI, **always passing `--root <data_dir>` for a directory inside the current working directory** (`penguin config model add --root ./penguin_data --provider <group> --model-id <id> --api-key <key>`) — without `--root` it writes to the global `~/.penguin/data` instead. `--provider` is required alongside `--model-id`: a model entry is the `(provider, model_id)` pair and the group is never inferred (use `custom` for an endpoint outside the built-in groups). Otherwise rely on vault-injected environment variables. Never read, copy or fall back to model keys stored in the user's global `~/.penguin` directory — that config belongs to the person running Penguin, not to your script.
+
 ## Model IDs
 
 Use exact model ids. If an id is not in the table below and the user has not given one, ask the user to confirm the exact id before writing code.
diff --git a/packages/skills/skills/firecrawl/SKILL.md b/packages/skills/skills/firecrawl/SKILL.md
new file mode 100644
index 0000000..7aa343a
--- /dev/null
+++ b/packages/skills/skills/firecrawl/SKILL.md
@@ -0,0 +1,69 @@
+---
+name: firecrawl
+description: Search the web and scrape pages into clean markdown with the Firecrawl API — query-based discovery, single-URL extraction including public PDFs, driven by curl with a vault-stored API key.
+short_description: Web search and page scraping via Firecrawl.
+short_description_zh: 用 Firecrawl 做网络搜索与页面抓取。
+version: 1
+updated: 2026-07-20T14:00:00Z
+---
+
+# Firecrawl
+
+Firecrawl turns the live web into agent-ready markdown over a plain REST API (`https://api.firecrawl.dev/v2`, `Authorization: Bearer $FIRECRAWL_API_KEY`). Two calls cover most web work: `/search` to discover pages by query, `/scrape` to extract clean content from a URL you already have. Use it whenever a task needs current web information or the content of a specific page.
+
+## Before you start
+
+If the user's message only invokes this skill (e.g. "use firecrawl skill") without a concrete task, ask what they want to search or scrape. When the task is concrete, check the credential first:
+
+```bash
+[ -n "$FIRECRAWL_API_KEY" ] && echo ok || echo missing
+```
+
+If missing (also visible in your Vault Keys section), ask the user to add `FIRECRAWL_API_KEY` to this agent's **key vault** — gear icon on the agent card → settings → key vault tab; keys come from the Firecrawl dashboard (https://www.firecrawl.dev/signin). Vault values reach your shell environment on the next task. Only fall back to the keyless tier (below) when the user cannot provide a key right now.
+
+## Search
+
+```bash
+curl -sS -X POST https://api.firecrawl.dev/v2/search \
+  -H "Authorization: Bearer $FIRECRAWL_API_KEY" -H "content-type: application/json" \
+  -d '{"query": "<what you are looking for>", "limit": 5}' \
+  | jq '[.data.web[] | {url, title, description}]'
+```
+
+- Results live in `.data.web[]`, each with `url` / `title` / `description`; `limit` defaults to 10 (per source).
+- Adding `"scrapeOptions": {"formats": ["markdown"]}` returns each result's page content inline — prefer the two-step search → scrape flow instead when only a hit or two matters; content-included search costs far more credits and context.
+- Useful filters: `"sources": [{"type": "news"}]` (or `images`), `"includeDomains": ["docs.example.com"]`, `"categories": ["github"]` (or `research` / `pdf`), `"tbs"` for time-bounded queries.
+
+## Scrape
+
+```bash
+curl -sS -X POST https://api.firecrawl.dev/v2/scrape \
+  -H "Authorization: Bearer $FIRECRAWL_API_KEY" -H "content-type: application/json" \
+  -d '{"url": "<page url>"}' \
+  | jq -r '.data.markdown' > <topic>.md
+```
+
+- Markdown is the default format; the page's main content only (`onlyMainContent` defaults to true). Metadata sits in `.data.metadata` (`title`, `sourceURL`, `statusCode`).
+- Public document URLs (PDF, DOCX, …) scrape to markdown the same way.
+- JS-heavy pages that come back empty: retry with `"waitFor": 2000`.
+
+## Workflow and context economy
+
+Search first for discovery, scrape once you have the URL. Never dump full page markdown into your context or reply: pipe it to a file (as above) and read the relevant parts with shell (`grep`/`sed`), then cite `metadata.sourceURL` for every claim you take from a page.
+
+## No key available
+
+The keyless free tier only works through official Firecrawl clients and is rate-limited:
+
+```bash
+npx -y firecrawl-cli@latest search "<query>"
+npx -y firecrawl-cli@latest scrape <url> -o page.md
+```
+
+Use it as a stopgap and tell the user to add a real key to the vault — accounts unlock the full API and higher limits.
+
+## Errors
+
+- `401` — missing/invalid key: re-check the vault entry name `FIRECRAWL_API_KEY`.
+- `402` / `429` — out of credits or rate-limited: report to the user; do not retry-loop.
+- Anything else: `https://docs.firecrawl.dev` is the source of truth for request/response schemas.
diff --git a/packages/skills/skills/firecrawl/icon.svg b/packages/skills/skills/firecrawl/icon.svg
new file mode 100644
index 0000000..c1318dd
--- /dev/null
+++ b/packages/skills/skills/firecrawl/icon.svg
@@ -0,0 +1,3 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.7" stroke-linecap="round" stroke-linejoin="round">
+  <path d="M8.5 14.5A2.5 2.5 0 0 0 11 12c0-1.38-.5-2-1-3-1.07-2.14-.22-4.05 2-6 .5 2.5 2 4.9 4 6.5 2 1.6 3 3.5 3 5.5a7 7 0 1 1-14 0c0-1.15.43-2.29 1-3a2.5 2.5 0 0 0 2.5 2.5z" />
+</svg>
diff --git a/packages/skills/skills/penguin-cli/SKILL.md b/packages/skills/skills/penguin-cli/SKILL.md
index c7a1bea..8d04a40 100644
--- a/packages/skills/skills/penguin-cli/SKILL.md
+++ b/packages/skills/skills/penguin-cli/SKILL.md
@@ -3,8 +3,8 @@ name: penguin-cli
 description: Manage model API keys, default models and per-agent vault secrets with the penguin CLI.
 short_description: Manage models and secrets with the penguin CLI.
 short_description_zh: 用 penguin CLI 管理模型与密钥。
-version: 1
-updated: 2026-07-17T00:00:00Z
+version: 3
+updated: 2026-07-21T00:00:00Z
 ---
 
 # Penguin CLI
@@ -17,20 +17,20 @@ If the user's message only invokes this skill (e.g. "use penguin-cli skill") wit
 
 ## Models
 
-Add or update a model (upsert by the stored model id; re-run with more options to amend an entry):
+Add or update a model (upsert by the `(provider, model_id)` pair; re-run with more options to amend an entry):
 
 ```bash
-penguin config model add --model-id <upstream_id> [--provider <group>] [--api-key <key>] [--base-url <url>] \
+penguin config model add --provider <group> --model-id <upstream_id> [--api-key <key>] [--base-url <url>] \
   [--client-type <type>] [--context-window <n>] [--vision | --no-vision] \
   [--price-cache-read <n>] [--price-cache-write <n>] [--price-output <n>] \
   [--project-id <id>] [--root <dir>] [--set-default]
 ```
 
-- `--model-id` takes the provider's upstream model id (what the API expects). The stored id is always `<provider>/<upstream_id>`: `--provider` picks the provider group, and when omitted it is inferred from the built-in catalog (unrecognized ids fall back to `custom`). The upstream id is persisted automatically as the entry's request id, so nothing extra is needed for it to reach the API unchanged.
+- A model is identified by the `(provider, model_id)` pair, so `--provider` and `--model-id` are **both required** — the group is never inferred from the model id, because gateways resell vendor models under their upstream ids and a wrong guess would send the key to another vendor's endpoint. `--model-id` takes the provider's upstream model id (what the API expects) and is persisted as the entry's request id, so it reaches the API unchanged; `--provider` names the group (`deepseek`, `openai`, `anthropic`, `google`, `openrouter`, `siliconflow`, … — `custom` for any other endpoint).
 - For any OpenAI chat-completion compatible endpoint use `--client-type openai --base-url <endpoint>`; omit `--client-type` to auto-route by model id.
 - Prices are USD per million tokens (cache read / cache write / output).
 - `--vision` / `--no-vision` mark whether the model accepts images; omitting both keeps the current value (default is vision-capable).
-- All `penguin config model ...` and `penguin config vault ...` commands accept `--root <dir>` to target another data root (default `PENGUIN_HOME`, then `~/.penguin/data`).
+- All `penguin config model ...` and `penguin config vault ...` commands accept `--root <dir>` to target another data root (default `PENGUIN_HOME`, then `~/.penguin/data`). **When configuring models for an AI app you are building, always pass `--root <dir>` pointing at the app's own data directory inside the current working directory** (e.g. `--root ./penguin_data`, the same path the app gives `createAgent({ root })`); running without `--root` writes to the global `~/.penguin/data`, which belongs to the person running Penguin — not to the app.
 
 Other model commands:
 
@@ -61,7 +61,7 @@ penguin config lang <en|zh>   # persist the CLI language via PENGUIN_LANG in you
 
 ## Running agents
 
-`penguin run -m "<task>" [--model-id <id>] [--agent-id <id>] [--workspace <path>] [--approve <mode>]` runs one task; `penguin chat [--resume [session_id]]` starts or resumes an interactive chat with the same options.
+`penguin run -m "<task>" [--provider <group> --model-id <id>] [--agent-id <id>] [--workspace <path>] [--approve <mode>]` runs one task; `penguin chat [--resume [session_id]]` starts or resumes an interactive chat with the same options. The model reference stays a pair here too: pass `--provider` and `--model-id` together, or neither to run on the project's default model — one without the other is rejected.
 
 ## Storage
 
diff --git a/packages/skills/skills/penguin-sdk/SKILL.md b/packages/skills/skills/penguin-sdk/SKILL.md
index 7d155d1..6120e76 100644
--- a/packages/skills/skills/penguin-sdk/SKILL.md
+++ b/packages/skills/skills/penguin-sdk/SKILL.md
@@ -1,10 +1,10 @@
 ---
 name: penguin-sdk
-description: Build AI apps on the Penguin Harness SDK — self-contained projects inside the Workspace, model configuration, and the createSession/run streaming loop.
-short_description: Build AI apps on the Penguin Harness SDK.
-short_description_zh: 基于 Penguin Harness SDK 构建 AI 应用。
-version: 1
-updated: 2026-07-17T00:00:00Z
+description: Build AI apps on the Penguin Harness SDK — self-contained projects, the createSession/run streaming loop, and a complete RAG recipe that ingests documents into a knowledge base and answers with citations behind a web UI.
+short_description: Build AI and RAG apps on the Penguin Harness SDK.
+short_description_zh: 基于 Penguin SDK 构建 AI 与 RAG 应用。
+version: 11
+updated: 2026-07-21T00:00:00Z
 ---
 
 # Penguin Harness SDK
@@ -19,48 +19,65 @@ To have an agent perform a task, use the `run_subagent` tool — the SDK is for
 
 ## Before you start
 
-If the user's message only invokes this skill (e.g. "use penguin-sdk skill") without a concrete app to build, ask the user what they want to build. Do not start until the requirement is clear.
+If the user's message only invokes this skill (e.g. "use penguin-sdk skill") without a concrete app to build, ask the user what they want to build. But when the request names a concrete goal — even a single sentence like "build a RAG app that answers questions about these docs" — do **not** ask follow-up questions: build it end to end with the defaults in this skill (self-contained workspace project, project default model, BM25 retrieval, web UI styled per the web-design skill) and list the assumptions you made in your final reply.
 
 ## Project location
 
-Create the app in the current workspace directory by default (the `CWD` value from your Environment section), as a self-contained project — do not place it under `<project_dir>` or depend on any path outside the project folder. Point the agent data root at a directory inside the project with `createAgent({ root })`, resolved from the source file so it stays relative:
+Create the app in the current workspace directory by default (the `CWD` value from your Environment section), as a self-contained project — do not place it under `<project_dir>` or depend on any path outside the project folder. When creating the app's agent, the data root defaults **under the working directory (CWD)** too: point `createAgent({ root })` at a directory inside the project, resolved from the source file so it stays relative:
 
 ```ts
-const agent = await createAgent({ root: path.resolve(import.meta.dirname, "penguin_data") });
+const agent = await createAgent({ root: path.join(import.meta.dirname, "penguin_data") });
 ```
 
 With every reference relative to the project, the user can move or copy the folder anywhere and it still runs.
 
+## Before you build: keys and the data root
+
+**Important prerequisite — set the key up first, then develop.** For AI-app development, have the user add the model API key in **this agent's key vault** (gear icon on its card, Agents page → settings → key vault tab) *before* you start building, so the credential is in your shell environment when you configure and test the app. Model ids to offer the user can come straight from the penguin CLI catalog (`penguin config model add --help`, and the agenthub-models skill's id table).
+
+**The app's Penguin data root must live inside the CWD workspace — never `~/.penguin`.** Point `createAgent({ root })` and every `penguin config ... --root <dir>` at a directory under the current working directory (e.g. `./penguin_data`); the global `~/.penguin` directory belongs to the person running Penguin and must never hold the app's config or keys.
+
+## Check the model first
+
+Before writing any code, verify a usable model credential exists — a finished app that cannot answer is a failed delivery discovered too late:
+
+```bash
+env | grep -oE "(DEEPSEEK|OPENAI|ANTHROPIC|GEMINI)_API_KEY" || echo none
+```
+
+Vault keys also appear in your Vault Keys section. **Only two sources count as a usable credential**: a vault-injected environment variable (the check above), or a key already configured in the app's own data root (`penguin config model list --root <data_dir>`). Keys living in the global `~/.penguin` or any other `.penguin` directory do **not** count — a bare `penguin config model list` (no `--root`) reads the global store, because the CLI defaults to the global root unless `--root` is given, so a key showing up there proves nothing for the app and must never be used or copied.
+
+If neither counted source yields a usable key, **stop immediately and ask the user to configure one — do not start building, and do not keep calling tools to retry**: ask them to open the agent's settings via the **gear icon** on its card (left side, Agents page) and add a model API key (e.g. `DEEPSEEK_API_KEY`) in the **key vault** tab — vault values reach your shell environment on the next task. Re-running `env`, re-checking the vault, or attempting the build in a loop wastes turns and money; one clear check, then hand back to the user. Build only after a credential is confirmed, or clearly agree with the user to build now and verify later.
+
 ## Setup
 
 ```bash
-npm install @prismshadow/penguin-core
+npm install @prismshadow/penguin-core tsx
 ```
 
-If the package is not yet available on your npm registry (it is developed in the PenguinHarness monorepo and may not be published), develop inside a checkout of the PenguinHarness repo instead: add your app as a workspace package under `packages/` and depend on `"@prismshadow/penguin-core": "workspace:*"`, then run `pnpm install && pnpm build` at the repo root. Tell the user which route you took.
+If the package is not on your npm registry (it is developed in the PenguinHarness monorepo and may not be published), develop inside a checkout of the PenguinHarness repo instead: add your app as a workspace package under `packages/`, depend on `"@prismshadow/penguin-core": "workspace:*"`, then `pnpm install && pnpm build` at the repo root. Tell the user which route you took.
 
-A model must be configured for the app's data root. Two ways:
+Configure a model for the app's data root, in this order — stop at the first that works:
 
-1. The penguin CLI, pointed at the project-local data directory:
+1. `penguin config model add --root <data_dir> --provider <group> --model-id <id> --api-key <key> [--base-url <url>] [--client-type openai] --set-default` — prefer `--client-type openai --base-url <endpoint>` (works with any OpenAI-compatible endpoint; exact ids in the agenthub-models skill). `--provider` is required: a model is always the `(provider, model_id)` pair and the group is never inferred from the id (`custom` for an endpoint outside the built-in groups).
+2. Environment variables cover the **credential only** (`DEEPSEEK_API_KEY`, `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, …) — model selection still comes from the project config, whose preset default is `deepseek-v4-pro`. Env-only setup therefore works out of the box only with `DEEPSEEK_API_KEY`; for another vendor either run the CLI command above or pass a configured `{ provider, modelId }` pair to `createSession`.
 
-```bash
-penguin config model add --root <data_dir> --model-id <id> --api-key <key> [--base-url <url>] [--client-type openai] --set-default
-```
+Keep model API keys **project-local**: configure them with the penguin CLI into the app's own data root under the working directory, so the project stays self-contained and movable. When building an AI app, **always pass `--root <data_dir>` pointing at the app's data directory inside the current working directory** (the same path you give `createAgent({ root })`, e.g. `./penguin_data`) — never run `penguin config ...` without `--root`, or it writes to the global `~/.penguin/data` instead of the project. Never read, copy or fall back to model keys stored in the user's global `~/.penguin` directory — that config belongs to the person running Penguin, not to the app you are building.
 
-Generally prefer the OpenAI protocol client (chat completion): `--client-type openai --base-url <endpoint>` works with any OpenAI-compatible endpoint. Use exact model ids — see the agenthub-models skill for the id table.
+Model config lives in one hidden file under the data root's project directory: `.project_config.toml`. It is CLI-only — never read, print or edit it.
 
-2. Environment variables as a fallback: without a configured credential the SDK reads the provider's env vars (e.g. `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, `DEEPSEEK_API_KEY`).
+If neither route yields a usable credential, do not fake the verification: finish the build, report it as **unverified**, and tell the user exactly how to unblock you — in the Penguin web app, open this agent's settings via the **gear icon** on its card (Agents page) and add a model API key (e.g. `DEEPSEEK_API_KEY`) under the **key vault** tab. Vault keys are injected into your shell environment on the next task, so once the user has added one, you can run the self-test to completion.
 
-Model config lives in a single hidden file under the data root's project directory: `.project_config.toml` (model list, settings and per-model credentials such as `api_key` inlined in each model entry). It is CLI-only — never read, print or edit it; the CLI above manages it.
+## Streaming loop
 
-## Minimal conversational app
+The raw `run()` stream mixes model, event and session-meta payloads — always narrow with the exported guards (`isModelMessage`, `isCompleteModelMessage`, `isEventMessage`) before touching `payload.type`; accessing `msg.payload.type` directly does not typecheck.
 
 ```ts
 import path from "node:path";
 import readline from "node:readline/promises";
-import { createAgent, userText } from "@prismshadow/penguin-core";
+import { createAgent, isModelMessage, userText } from "@prismshadow/penguin-core";
 
-const agent = await createAgent({ root: path.resolve(import.meta.dirname, "penguin_data") });
+const agent = await createAgent({ root: path.join(import.meta.dirname, "penguin_data") });
 const session = await agent.createSession({ workspaceDir: process.cwd() });
 
 const rl = readline.createInterface({ input: process.stdin, output: process.stdout });
@@ -71,18 +88,246 @@ for (;;) {
   for await (const msg of session.run([userText(line)], {
     approve: async () => "allow", // demo only — a real app should ask its user ("deny" blocks the call)
   })) {
-    const p = msg.payload;
-    if (p.type === "partial_text" && p.event_type === "delta") process.stdout.write(p.text);
+    if (isModelMessage(msg)) {
+      const p = msg.payload;
+      if (p.type === "partial_text" && p.event_type === "delta") process.stdout.write(p.text);
+    }
   }
   process.stdout.write("\n");
 }
 rl.close();
+session.dispose();
 ```
 
-Key points:
-
+- `createSession({ workspaceDir, provider, modelId })` — `workspaceDir` must already exist (omit for an auto temp dir); the model reference is the `(provider, modelId)` pair, so pass both to pick a configured model or neither for the project default — passing one alone throws.
+- The `approve` callback gates every tool call; **omitting it denies everything**.
 - An Agent's behavior is edited in its `agent_state/` files (system_config.yaml, AGENTS.md, skills/), not in code.
-- `createSession({ workspaceDir, modelId })` — omit `workspaceDir` for a temporary workspace, omit `modelId` for the project default model.
-- `session.run(messages, { approve, signal })` is an async generator of OmniMessages; filter the payload types you care about (`partial_text` deltas carry the streamed answer).
-- The `approve` callback gates every tool call — auto-allow is for demos; a production app should prompt its user before returning `"allow"`.
-- Call `session.run()` again on the same Session for the next user turn — the context carries over.
+- Call `session.dispose()` when done to release background processes.
+
+## RAG knowledge app
+
+The default recipe when the user wants an app that answers questions over a document set ("docs QA", "knowledge base", "chat with our docs", "become an expert on X"). The core contributes the agent loop only — retrieval is app code. Default to **lexical BM25**: no extra dependencies, no embedding credential, works offline. (Semantic upgrade: embed chunks via `@prismshadow/agenthub` — see the agenthub-models skill — and rank by cosine; only when an embedding-capable key is configured.)
+
+```
+my-app/
+  package.json       # "type": "module"; scripts: ingest / start
+  persona.md         # the embedded agent's role — write it per the agent-creation skill
+  ingest.ts          # corpus/ → data/index.json; initializes penguin_data/, installs persona
+  rag.ts             # BM25 retrieval over the chunk index
+  server.ts          # POST /api/ask streams SSE; serves public/
+  public/index.html  # chat UI — build it per the web-design skill
+  corpus/            # collected source documents
+  data/index.json    # generated chunk index
+  penguin_data/      # agent data root (generated; model config lives here)
+```
+
+**Collect** — clone or fetch the sources into `corpus/`, keeping only text formats:
+
+```bash
+git clone --depth 1 <repo_url> corpus/<name>   # or curl pages into corpus/
+find corpus -type f ! -regex '.*\.\(md\|mdx\|txt\|html?\)$' -delete && rm -rf corpus/*/.git
+```
+
+**Ingest** (`ingest.ts`) — split on markdown headings, cap chunk size, write one JSON index; also initialize `penguin_data/`, install the persona and strip the skills the embedded agent doesn't need:
+
+```ts
+import fs from "node:fs";
+import path from "node:path";
+import { createAgent } from "@prismshadow/penguin-core";
+
+const ROOT = import.meta.dirname;
+const walk = (d: string): string[] =>
+  fs.readdirSync(d, { withFileTypes: true }).flatMap((e) =>
+    e.isDirectory() ? walk(path.join(d, e.name)) : [path.join(d, e.name)]);
+
+const STATE = path.join(
+  ROOT, "penguin_data", "default_project", "agents", "default_agent", "agent_state");
+await createAgent({ root: path.join(ROOT, "penguin_data") });
+fs.copyFileSync(path.join(ROOT, "persona.md"), path.join(STATE, "AGENTS.md"));
+// A fresh default_agent is initialized with the whole built-in Skill library, and every installed
+// Skill's metadata is injected into the system prompt of every /api/ask. This app only answers
+// from retrieved context, so remove them: unrelated skill descriptions cost tokens on each
+// question and pull the answer off-topic when one happens to match the wording of a question.
+fs.rmSync(path.join(STATE, "skills"), { recursive: true, force: true });
+
+const chunks: { id: number; source: string; heading: string; text: string }[] = [];
+for (const f of walk(path.join(ROOT, "corpus")).filter((f) => /\.(md|mdx|txt|html?)$/i.test(f))) {
+  const raw = fs.readFileSync(f, "utf8");
+  const text = /\.html?$/i.test(f) ? raw.replace(/<[^>]+>/g, " ") : raw;
+  const source = path.relative(ROOT, f);
+  let heading = path.basename(f);
+  for (const block of text.split(/^(?=#{1,3} )/m)) {
+    heading = block.match(/^#{1,3} (.+)/)?.[1] ?? heading;
+    for (let i = 0; i < block.length; i += 1500) {
+      const piece = block.slice(i, i + 1500).trim();
+      if (piece.length > 40) chunks.push({ id: chunks.length, source, heading, text: piece });
+    }
+  }
+}
+fs.mkdirSync(path.join(ROOT, "data"), { recursive: true });
+fs.writeFileSync(path.join(ROOT, "data", "index.json"), JSON.stringify(chunks));
+console.log(`indexed ${chunks.length} chunks`);
+```
+
+**Retrieve** (`rag.ts`) — standard BM25 (k1 = 1.2, b = 0.75); the tokenizer treats each CJK character as a token so Chinese queries work. The corpus-wide statistics (per-chunk term frequencies, document frequencies, average length) never change once the corpus is indexed, so build them **once** in `loadIndex` — a per-query rescan would make every question O(corpus):
+
+```ts
+import fs from "node:fs";
+import path from "node:path";
+
+export interface Chunk { id: number; source: string; heading: string; text: string }
+export interface Index {
+  chunks: Chunk[];
+  tf: Map<string, number>[]; // per-chunk term → count
+  len: number[];             // per-chunk token length
+  df: Map<string, number>;   // term → number of chunks containing it
+  avg: number;               // mean chunk length (BM25 length normalization)
+}
+
+const tokenize = (s: string): string[] => s.toLowerCase().match(/[a-z0-9]+|[一-鿿]/g) ?? [];
+
+export function loadIndex(): Index {
+  const chunks: Chunk[] = JSON.parse(
+    fs.readFileSync(path.join(import.meta.dirname, "data", "index.json"), "utf8"));
+  const tf: Map<string, number>[] = [];
+  const len: number[] = [];
+  const df = new Map<string, number>();
+  for (const c of chunks) {
+    const toks = tokenize(`${c.heading} ${c.text}`);
+    const m = new Map<string, number>();
+    for (const t of toks) m.set(t, (m.get(t) ?? 0) + 1);
+    for (const t of m.keys()) df.set(t, (df.get(t) ?? 0) + 1);
+    tf.push(m);
+    len.push(toks.length);
+  }
+  const avg = len.reduce((n, l) => n + l, 0) / Math.max(len.length, 1);
+  return { chunks, tf, len, df, avg };
+}
+
+export function search(index: Index, query: string, k = 6): Chunk[] {
+  const { chunks, tf, len, df, avg } = index;
+  const q = [...new Set(tokenize(query))];
+  const score = (i: number): number => {
+    let s = 0;
+    for (const t of q) {
+      const f = tf[i]!.get(t) ?? 0;
+      if (f === 0) continue;
+      const n = df.get(t) ?? 0;
+      s += Math.log(1 + (chunks.length - n + 0.5) / (n + 0.5)) *
+        (f * 2.2) / (f + 1.2 * (0.25 + (0.75 * len[i]!) / avg));
+    }
+    return s;
+  };
+  return chunks.map((_, i) => [score(i), i] as const)
+    .filter(([s]) => s > 0).sort((a, b) => b[0] - a[0]).slice(0, k)
+    .map(([, i]) => chunks[i]!);
+}
+```
+
+**Answer & serve** (`server.ts`) — one Session per request (stateless QA), retrieved chunks numbered into the prompt, deltas streamed over SSE, sources sent as the final event. A pure QA session needs no tool calls — deny every approval; a denied or tool-less turn terminates normally. Do **not** clear the toolset with `tools: { builtin: [] }`: an empty tools array is sent to the provider verbatim and some OpenAI-compatible endpoints reject it with a 400, which surfaces as a silent empty answer. Guard the request boundary — a malformed body must return 400, never reject the async handler (an unhandled rejection takes the whole server down) — and abort the run if the client disconnects mid-answer so you stop generating (and paying) for a page nobody is reading.
+
+```ts
+import fs from "node:fs";
+import http from "node:http";
+import path from "node:path";
+import { createAgent, isModelMessage, userText } from "@prismshadow/penguin-core";
+import { loadIndex, search } from "./rag.ts";
+
+const ROOT = import.meta.dirname;
+const PUB = path.join(ROOT, "public");
+const agent = await createAgent({ root: path.join(ROOT, "penguin_data") });
+const index = loadIndex();
+const MIME: Record<string, string> = { ".html": "text/html", ".css": "text/css", ".js": "text/javascript" };
+
+http.createServer(async (req, res) => {
+  res.on("error", () => {}); // a client that vanishes mid-write must not throw an uncaught EPIPE
+  if (req.method === "POST" && req.url === "/api/ask") {
+    let question: string;
+    try {
+      let body = "";
+      for await (const part of req) body += part; // a mid-body connection reset rejects here — caught below, never fatal
+      const parsed = JSON.parse(body) as { question?: unknown };
+      if (typeof parsed.question !== "string" || !parsed.question.trim()) throw new Error();
+      question = parsed.question;
+    } catch {
+      res.writeHead(400, { "content-type": "application/json" });
+      res.end(JSON.stringify({ error: "expected a JSON body { question: string }" }));
+      return;
+    }
+    const hits = search(index, question);
+    const context = hits.map((c, i) => `[${i + 1}] ${c.source} — ${c.heading}\n${c.text}`).join("\n\n");
+    const ac = new AbortController();
+    res.on("close", () => ac.abort()); // client navigated away → cancel the in-flight generation
+    // Create the Session BEFORE committing headers: a model-config failure then returns a real
+    // HTTP error instead of an unhandled rejection with a 200 already on the wire.
+    let session;
+    try {
+      session = await agent.createSession({ workspaceDir: ROOT });
+    } catch {
+      res.writeHead(503, { "content-type": "application/json" });
+      res.end(JSON.stringify({ error: "no model configured yet — see the setup steps" }));
+      return;
+    }
+    res.writeHead(200, { "content-type": "text/event-stream", "cache-control": "no-cache" });
+    try {
+      const prompt = `Answer from the context below; cite blocks inline as [1][2]. If the context is not enough, say so.\n\n${context}\n\nQuestion: ${question}`;
+      for await (const msg of session.run([userText(prompt)], { approve: async () => "deny", signal: ac.signal })) {
+        if (isModelMessage(msg)) {
+          const p = msg.payload;
+          if (p.type === "partial_text" && p.event_type === "delta" && !res.writableEnded)
+            res.write(`data: ${JSON.stringify({ delta: p.text })}\n\n`);
+        }
+      }
+      // Sources carry the matched chunk text verbatim: the UI must be able to show the exact
+      // block behind each [n], not just a file link.
+      if (!res.writableEnded)
+        res.write(`data: ${JSON.stringify({ sources: hits.map((c) => ({ source: c.source, heading: c.heading, url: `/${c.source}`, text: c.text })) })}\n\n`);
+    } catch {
+      // The run failed after headers were sent, or the client left: surface an error event (best effort), then clean up.
+      if (!res.writableEnded) res.write(`data: ${JSON.stringify({ error: "generation failed" })}\n\n`);
+    } finally {
+      session.dispose();
+      if (!res.writableEnded) res.end();
+    }
+    return;
+  }
+  const pathname = (req.url ?? "/").split("?")[0] ?? "/";
+  // /corpus/* serves the source documents read-only, so citation links resolve to real files.
+  const inCorpus = pathname.startsWith("/corpus/");
+  const base = inCorpus ? path.join(ROOT, "corpus") : PUB;
+  const rel = inCorpus
+    ? pathname.slice("/corpus/".length)
+    : pathname === "/"
+      ? "index.html"
+      : pathname.slice(1);
+  const file = path.normalize(path.join(base, rel));
+  if (file.startsWith(base + path.sep) && fs.existsSync(file) && fs.statSync(file).isFile()) {
+    res.writeHead(200, { "content-type": MIME[path.extname(file)] ?? "text/plain" });
+    res.end(fs.readFileSync(file));
+  } else {
+    res.writeHead(404);
+    res.end();
+  }
+}).listen(Number(process.env.PORT ?? 4630), () => console.log("http://localhost:4630"));
+```
+
+**UI** (`public/index.html`) — a chat interface built per the web-design skill: message list, streamed assistant text appended delta by delta, the final `sources` event rendered as citation chips, an empty state inviting the first question with **3–4 example questions the corpus can actually answer** (pill chips; clicking one submits it), and a visible error state when `/api/ask` fails. Citations must satisfy both of these, never bare text:
+
+- **Reveal the original chunk**: clicking a citation chip (or an inline `[n]`) opens a popover/panel showing the matched chunk's `text` from the sources event **verbatim** — the numbering maps 1:1 to the context blocks in the prompt, so `[n]` always reveals exactly the block the answer drew on.
+- **Link to the real document**: inside the popover, `<a href="<url>" target="_blank">` using the `url` field (`/corpus/<path>`, which this server serves) — clicking the chip itself opens the popover, the document link lives within it. When the corpus was cloned from a public repository, prefer mapping the path to the canonical upstream page instead (e.g. the GitHub blob URL derived from the clone URL).
+
+**Persona** (`persona.md`) — the embedded agent's role, written per the agent-creation skill. Shape: one role sentence ("You are an expert on X; you answer strictly from the provided context blocks"), citation and refusal rules, answer language follows the question.
+
+## Verify before you hand over
+
+Never declare the app done without running it:
+
+1. `npm install` succeeds (or the workspace route builds).
+2. Model configured for `penguin_data` (CLI or env var; no usable key → see Setup: ask the user to add one to this agent's key vault, and report the app as unverified for now).
+3. `npm run ingest` prints `indexed N chunks` with N > 0.
+4. Start `npm start` in the background, then ask a real question:
+   `curl -N -sS -X POST localhost:4630/api/ask -H 'content-type: application/json' -d '{"question":"<something the corpus answers>"}'` — expect streamed `data:` deltas ending in a `sources` event that carries `source`, `url` **and the matched chunk `text`** per hit. If nothing streams, the model call failed: re-check step 2 and the provider endpoint before touching the code.
+   Then `curl` one of the returned source `url`s — it must return the document, not a 404 (citation links have to resolve).
+5. Open the UI (or screenshot it) to confirm the layout renders.
+
+Fix any failure and re-verify. Report with backtick-wrapped relative paths (`server.ts`, `public/index.html`, …), how to start the app, and the assumptions you made.
diff --git a/packages/skills/skills/web-design/SKILL.md b/packages/skills/skills/web-design/SKILL.md
index db57a28..4a9b087 100644
--- a/packages/skills/skills/web-design/SKILL.md
+++ b/packages/skills/skills/web-design/SKILL.md
@@ -1,40 +1,98 @@
 ---
 name: web-design
-description: Default visual language for generated web pages — minimal black-white-gray, square corners, hierarchy from weight and spacing; colors, radii and gradients only on explicit request.
-short_description: Minimal monochrome defaults for generated web pages.
-short_description_zh: 生成网页的极简黑白默认视觉规范。
-version: 1
-updated: 2026-07-17T00:00:00Z
+description: Penguin visual language for generated web pages and app UIs — GitHub-style simplicity with a single blue accent, light and pure-black dark themes, design tokens, and component and chat-interface recipes.
+short_description: Penguin-style visual defaults for generated web UIs.
+short_description_zh: 生成网页的 Penguin 风格视觉规范。
+version: 3
+updated: 2026-07-20T15:00:00Z
 ---
 
 # Web Design
 
-Default visual rules for every web page or frontend interface you generate. Apply them to any HTML/CSS you produce unless the user explicitly asks otherwise.
+Default visual language for every web page or frontend you generate, distilled from the Penguin Harness landing page and web app. The idea is **GitHub-style simplicity**: solid backgrounds, 1px borders instead of shadows, system fonts, one blue accent used sparingly. Depth comes from hairline borders, not shadows or gradients; dark mode is pure black, not navy. Apply these defaults unless the user explicitly asks for another style.
 
 ## Before you start
 
-If the user's message only invokes this skill (e.g. "use web-design skill") without a concrete page or interface to build, ask the user what they want to build. Do not start until the requirement is clear.
+If the user's message only invokes this skill (e.g. "use web-design skill") without a concrete page or interface to build, ask what they want to build. When a concrete build is already requested (an app UI, a landing page, a RAG chat interface), do **not** ask about styling — apply the defaults below.
 
-## Core rules
+Non-negotiable for ANY text input that sends on Enter: **never send while an IME composition is in progress** (check `event.isComposing`, falling back to `event.keyCode === 229`, on keydown). For Chinese/Japanese/Korean input methods, that Enter only confirms the composed text — auto-sending on it fires half-typed messages. Details in the composer recipe below.
 
-- Monochrome only: black, white and grays. No accent colors, no gradients, no decorative shadows.
-- Square corners everywhere: `border-radius: 0` on buttons, cards, inputs, images and modals.
-- Hierarchy comes from font weight, font size, spacing and thin light-gray borders — never from colored blocks or backgrounds.
-- Generous whitespace: prefer more spacing over more dividers; let sections breathe.
-- Introduce colors, rounded corners or gradients **only when the user explicitly asks for them**, and only where asked — the rest of the page stays monochrome and square.
-
-## Tokens
-
-Base every stylesheet on a small monochrome token set:
+## Design tokens
 
 ```css
 :root {
-  --fg: #111111; /* primary text */
-  --fg-muted: #666666; /* secondary text */
-  --bg: #ffffff; /* page background */
-  --bg-subtle: #f5f5f5; /* raised surfaces */
-  --border: #e2e2e2; /* hairline borders (1px) */
+  color-scheme: light;
+  /* Brand blue — the only accent family. Use sparingly: links, eyebrows, tiny dots, tints. */
+  --brand-50: #e8f0fe; --brand-100: #d2e3fc; --brand-300: #8ab4f8; --brand-500: #4285f4;
+  --brand-600: #1a73e8; /* accent text/icons in light mode */ --brand-700: #0b57d0; /* links on white */
+  /* Neutrals (Tailwind gray) */
+  --gray-50: #f9fafb; --gray-100: #f3f4f6; --gray-200: #e5e7eb; --gray-300: #d1d5db;
+  --gray-400: #9ca3af; --gray-500: #6b7280; --gray-600: #4b5563; --gray-900: #111827;
+  --bg: #ffffff; --surface: #ffffff; --border: var(--gray-200); --control-border: var(--gray-300);
+  --fg: var(--gray-900); --fg-muted: var(--gray-600); --fg-faint: var(--gray-500);
+  --accent-bg: #111827; --accent-fg: #ffffff; /* primary buttons are near-black, not blue */
+  --radius-control: 6px; /* buttons, inputs, chips */ --radius-card: 12px; /* cards, panels */
+  --ease: cubic-bezier(0.2, 0.7, 0.3, 1);
+}
+.dark {
+  color-scheme: dark; /* pure black, no blue tint */
+  --bg: #000000; --surface: #0d0d0d; --border: #1f1f1f; --control-border: #303030;
+  --fg: #f3f4f6; --fg-muted: #9ca3af; --fg-faint: #6b7280;
+  --accent-bg: #f3f4f6; --accent-fg: #111827; /* primary button inverts to light */
+  --brand-600: #8ab4f8; --brand-700: #8ab4f8; /* brand text flips to the 300 tone */
 }
 ```
 
-Tailwind equivalent: stick to `text-neutral-900` / `text-neutral-500` / `bg-white` / `bg-neutral-100` / `border-neutral-200` / `rounded-none`; do not use color utilities (`blue-*`, `emerald-*`, ...), `rounded-*` variants other than `rounded-none`, or `bg-gradient-*`.
+- Toggle dark mode with a `dark` class on `<html>` (persist the choice; default to `prefers-color-scheme`).
+- Primary buttons are **neutral black/white**, never blue fills. Brand blue is reserved for accents: links, section eyebrows, small status dots, `--brand-50` tinted chips.
+- Pills, badges and dots use `border-radius: 9999px`; everything else uses the two radii above. No gradients or elevation shadows on content (modals excepted; flat focus rings drawn with `box-shadow` are fine).
+
+## Typography
+
+System fonts only — no CDN fonts, no @font-face. The CJK entries matter (bilingual product):
+
+```css
+body { font-family: ui-sans-serif, system-ui, -apple-system, "Segoe UI", Roboto,
+       "PingFang SC", "Microsoft YaHei", sans-serif; -webkit-font-smoothing: antialiased; }
+code, pre, kbd { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace; }
+```
+
+Headings are always `font-weight: 600` with `letter-spacing: -0.025em` — nothing heavier, no thin weights. Scale: page/hero title 30–36px; section title 24–30px; card title 16–18px; body 14px / line-height 1.5; captions 12px in `--fg-faint`; code 13px / line-height 1.85. Hierarchy comes from weight, size, spacing and hairlines — never from colored blocks.
+
+## Language
+
+Write the page's UI copy in the language the user's request was made in — a Chinese request gets a Chinese interface, an English request an English one — and set `<html lang>` to match. Code identifiers, CSS class names and code comments stay English.
+
+## Components
+
+- **Primary button** — `background: var(--accent-bg); color: var(--accent-fg); border-radius: 6px; padding: 6px 12px; font-size: 14px; font-weight: 500;` hover: `opacity: .9`. Large CTA variant: height 44px, radius 8px, padding 0 20px.
+- **Secondary button** — white/`--surface` bg, `1px solid var(--control-border)`, same paddings; hover swaps bg to `--gray-100`/dark `#1f1f1f`.
+- **Card** — `border: 1px solid var(--border); border-radius: 12px; background: var(--surface); padding: 24px;` hover changes **only the border color** (one step darker) — no lift, shadow or scale.
+- **Input / textarea** — `border: 1px solid var(--control-border); border-radius: 6px; padding: 8px 12px;` focus: border one step darker + `box-shadow: 0 0 0 2px rgb(156 163 175 / .3)`; no default outline stacking.
+- **Pill chip** — `border-radius: 9999px; border: 1px solid var(--border); padding: 4px 10px; font-size: 12px; color: var(--fg-muted);` hover: bg `--gray-50`. Brand-tinted variant: `--brand-50` bg, `--brand-700` text.
+- **Sticky nav** — `height: 56px; border-bottom: 1px solid var(--border); background: color-mix(in srgb, var(--bg) 85%, transparent); backdrop-filter: blur(8px);` logo 28px + product name 15px semibold.
+- **Code block** — `--gray-50`/dark `--surface` bg card with a bordered header row (mono 12px label + copy button), body mono 13px.
+- **Focus** — `:focus-visible { outline: 3px solid rgb(107 114 128 / .4); outline-offset: 2px; }`.
+
+## Motion
+
+One easing everywhere: `var(--ease)`, durations 120–280ms. Entrances rise in (`translateY(10px)` + fade, 280ms, stagger siblings by 40ms); overlays fade (120ms); hover feedback is **color-only** (`transition: color, background-color, border-color 150ms`) — never transform on hover. Always include:
+
+```css
+@media (prefers-reduced-motion: reduce) { * { animation: none !important; transition: none !important; } }
+```
+
+## Chat / RAG app layout
+
+The default shape for a generated conversational or docs-QA app:
+
+- **Shell** — centered column, `max-width: 48rem`, `padding: 0 16px`; sticky nav on top with the app name; message list grows, composer pinned at the bottom.
+- **Empty state** — vertically centered title + one-line subtitle in `--fg-muted`, over an optional dot-grid backdrop (`background-image: radial-gradient(rgb(26 115 232 / .14) 1px, transparent 1px); background-size: 22px 22px;` faded out with a bottom mask) — the only decorative flourish allowed. Below it, a wrapped row of 3–4 example-question pill chips the app can genuinely answer; clicking one fills and submits the composer.
+- **Messages** — user messages right-aligned in a `--gray-100`/dark `#1f1f1f` rounded bubble (radius 12px, padding 8px 14px, max-width 85%); assistant messages plain on the page background, no bubble. Stream deltas into the assistant message as they arrive with a 1-character pulsing cursor; render markdown.
+- **Citations** — after an answer, a wrapped row of pill chips: `[1] path — heading`, brand-tinted variant. Clicking a chip (or an inline `[n]` in the answer) opens a popover/panel showing the **verbatim original text block** the citation refers to, with a link to open the full source document; a citation that is only a label or only a link is not enough.
+- **Composer** — a bordered card (radius 12px) with a borderless textarea inside and a small primary send button bottom-right; Enter sends, Shift+Enter for newline; disable while streaming. **Never send while an IME composition is in progress**: on keydown, ignore Enter when `event.isComposing` (or `event.keyCode === 229`) — for CJK input methods that Enter only confirms the composed text, and auto-sending on it fires half-typed messages.
+- **States** — loading: three pulsing dots in `--fg-faint`; error: 13px `#b91c1c` text on `#fef2f2` (dark: `#f87171` on `#450a0a`) in a rounded box with a retry affordance. Never leave a silent failure.
+
+## Page layout (marketing / landing)
+
+Content width `max-width: 72rem`, gutters 16–24px; section rhythm `padding: 64–96px 0`; section header = uppercase 14px semibold brand-colored eyebrow → title → one-line subtitle in `--fg-muted`, then a card grid (`gap: 20px`, 2–3 columns, collapsing to one on mobile). Hero: centered, logo + name, headline with at most one brand-colored word, CTA pair (primary + secondary). Responsive by default: single column under 640px, tap targets ≥ 40px, no horizontal scroll.
diff --git a/packages/skills/src/index.ts b/packages/skills/src/index.ts
index 4ab175f..38724a4 100644
--- a/packages/skills/src/index.ts
+++ b/packages/skills/src/index.ts
@@ -139,34 +139,28 @@ export function loadLibrarySkills(): LibrarySkill[] {
  */
 export const SKILL_GROUPS: SkillGroupInfo[] = [
   {
-    id: "agent-development",
-    title: "Agent Development",
-    titleZh: "Agent 开发",
-    skills: ["agent-creation", "benchmark-design", "agent-evaluation", "agent-optimization"],
+    id: "office-productivity",
+    title: "Office Productivity",
+    titleZh: "办公效率",
+    skills: ["data-analysis", "firecrawl"],
   },
   {
-    id: "data-analysis",
-    title: "Data Analysis",
-    titleZh: "数据分析",
-    skills: ["data-analysis"],
+    id: "software-development",
+    title: "Software Development",
+    titleZh: "软件开发",
+    skills: ["web-design", "software-engineering"],
   },
   {
-    id: "penguin-development",
-    title: "Penguin Development",
-    titleZh: "Penguin 开发",
+    id: "ai-app-development",
+    title: "AI App Development",
+    titleZh: "AI 应用开发",
     skills: ["penguin-sdk", "penguin-cli", "agenthub-models"],
   },
   {
-    id: "web-development",
-    title: "Web Development",
-    titleZh: "网页开发",
-    skills: ["web-design"],
-  },
-  {
-    id: "software-engineering",
-    title: "Software Engineering",
-    titleZh: "软件工程",
-    skills: ["software-engineering"],
+    id: "agent-tuning",
+    title: "Agent Tuning",
+    titleZh: "Agent 调优",
+    skills: ["agent-creation", "benchmark-design", "agent-evaluation", "agent-optimization"],
   },
 ];
 
diff --git a/packages/skills/test/skills.test.ts b/packages/skills/test/skills.test.ts
index 0260b0f..b2e8933 100644
--- a/packages/skills/test/skills.test.ts
+++ b/packages/skills/test/skills.test.ts
@@ -40,8 +40,9 @@ describe("loadLibrarySkills", () => {
       expect(skill.shortDescriptionZh, skill.name).toBeTruthy();
       expect(skill.shortDescription!.length, skill.name).toBeLessThan(skill.description.length);
       expect(skill.shortDescriptionZh!.length, skill.name).toBeLessThan(skill.description.length);
-      // Pre-release, version is always 1.
-      expect(skill.version).toBe(1);
+      // version is a natural number, bumped on every content change (updated moves with it).
+      expect(Number.isInteger(skill.version), skill.name).toBe(true);
+      expect(skill.version, skill.name).toBeGreaterThanOrEqual(1);
       expect(skill.updated).toMatch(/^\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}(?:\.\d+)?Z$/);
       // content is the full SKILL.md text including frontmatter (written as-is on install).
       expect(skill.content.startsWith("---\n")).toBe(true);
@@ -88,32 +89,32 @@ describe("loadSkillGroups / groupSkills", () => {
   it("loads groups per SKILL_GROUPS, members complete with Chinese titles, no Other group", () => {
     const groups = loadSkillGroups();
     expect(groups.map((g) => g.id)).toEqual([
-      "agent-development",
-      "data-analysis",
-      "penguin-development",
-      "web-development",
-      "software-engineering",
+      "office-productivity",
+      "software-development",
+      "ai-app-development",
+      "agent-tuning",
     ]);
-    expect(groups[0]!.skills.map((s) => s.name)).toEqual([
-      "agent-creation",
-      "benchmark-design",
-      "agent-evaluation",
-      "agent-optimization",
-    ]);
-    expect(groups[1]!.skills.map((s) => s.name)).toEqual(["data-analysis"]);
-    expect(groups[1]!.title).toBe("Data Analysis");
-    expect(groups[1]!.titleZh).toBe("数据分析");
+    expect(groups[0]!.skills.map((s) => s.name)).toEqual(["data-analysis", "firecrawl"]);
+    expect(groups[0]!.title).toBe("Office Productivity");
+    expect(groups[0]!.titleZh).toBe("办公效率");
+    expect(groups[1]!.skills.map((s) => s.name)).toEqual(["web-design", "software-engineering"]);
+    expect(groups[1]!.title).toBe("Software Development");
+    expect(groups[1]!.titleZh).toBe("软件开发");
     expect(groups[2]!.skills.map((s) => s.name)).toEqual([
       "penguin-sdk",
       "penguin-cli",
       "agenthub-models",
     ]);
-    expect(groups[3]!.skills.map((s) => s.name)).toEqual(["web-design"]);
-    expect(groups[3]!.title).toBe("Web Development");
-    expect(groups[3]!.titleZh).toBe("网页开发");
-    expect(groups[4]!.skills.map((s) => s.name)).toEqual(["software-engineering"]);
-    expect(groups[4]!.title).toBe("Software Engineering");
-    expect(groups[4]!.titleZh).toBe("软件工程");
+    expect(groups[2]!.title).toBe("AI App Development");
+    expect(groups[2]!.titleZh).toBe("AI 应用开发");
+    expect(groups[3]!.skills.map((s) => s.name)).toEqual([
+      "agent-creation",
+      "benchmark-design",
+      "agent-evaluation",
+      "agent-optimization",
+    ]);
+    expect(groups[3]!.title).toBe("Agent Tuning");
+    expect(groups[3]!.titleZh).toBe("Agent 调优");
     for (const group of groups) {
       expect(group.title).toBeTruthy();
       expect(group.titleZh).toBeTruthy();
@@ -126,14 +127,13 @@ describe("loadSkillGroups / groupSkills", () => {
     const stray = fakeSkill("stray-skill");
     const groups = groupSkills([fakeSkill("agent-creation"), stray]);
     expect(groups.map((g) => g.id)).toEqual([
-      "agent-development",
-      "data-analysis",
-      "penguin-development",
-      "web-development",
-      "software-engineering",
+      "office-productivity",
+      "software-development",
+      "ai-app-development",
+      "agent-tuning",
       "other",
     ]);
-    const other = groups[5]!;
+    const other = groups[4]!;
     expect(other.title).toBe("Other");
     expect(other.titleZh).toBe("其他");
     expect(other.skills).toEqual([stray]);
@@ -142,29 +142,29 @@ describe("loadSkillGroups / groupSkills", () => {
   it("groupSkills: missing members are skipped; no Other group when all are grouped", () => {
     const groups = groupSkills([fakeSkill("penguin-cli")]);
     expect(groups.map((g) => g.id)).toEqual([
-      "agent-development",
-      "data-analysis",
-      "penguin-development",
-      "web-development",
-      "software-engineering",
+      "office-productivity",
+      "software-development",
+      "ai-app-development",
+      "agent-tuning",
     ]);
     expect(groups[0]!.skills).toEqual([]);
     expect(groups[1]!.skills).toEqual([]);
     expect(groups[2]!.skills.map((s) => s.name)).toEqual(["penguin-cli"]);
     expect(groups[3]!.skills).toEqual([]);
-    expect(groups[4]!.skills).toEqual([]);
   });
 
   it("SKILL_GROUPS hardcodes member names (sole group info source outside library files)", () => {
     expect(SKILL_GROUPS.map((g) => ({ id: g.id, skills: g.skills }))).toEqual([
+      { id: "office-productivity", skills: ["data-analysis", "firecrawl"] },
+      { id: "software-development", skills: ["web-design", "software-engineering"] },
       {
-        id: "agent-development",
+        id: "ai-app-development",
+        skills: ["penguin-sdk", "penguin-cli", "agenthub-models"],
+      },
+      {
+        id: "agent-tuning",
         skills: ["agent-creation", "benchmark-design", "agent-evaluation", "agent-optimization"],
       },
-      { id: "data-analysis", skills: ["data-analysis"] },
-      { id: "penguin-development", skills: ["penguin-sdk", "penguin-cli", "agenthub-models"] },
-      { id: "web-development", skills: ["web-design"] },
-      { id: "software-engineering", skills: ["software-engineering"] },
     ]);
   });
 });
diff --git a/packages/web/e2e/auth.mjs b/packages/web/e2e/auth.mjs
index 6cc4850..4d471a5 100644
--- a/packages/web/e2e/auth.mjs
+++ b/packages/web/e2e/auth.mjs
@@ -1,7 +1,7 @@
 /**
  * e2e auth helper: with signup disabled, test users are always provisioned via
  * the built-in admin account, then logged in. The server seeds an admin
- * (admin / admin123) on startup; a single e2e run shares one data root, and
+ * (admin / penguin-2026) on startup; a single e2e run shares one data root, and
  * provisioning is idempotent (reuses the user if it already exists) so a
  * single spec can be rerun on its own.
  */
@@ -9,7 +9,7 @@ import { request } from "@playwright/test";
 
 const BASE = process.env.BASE_URL;
 export const ADMIN_ID = "admin";
-export const ADMIN_PASSWORD = "admin123";
+export const ADMIN_PASSWORD = "penguin-2026";
 
 /** Log in: the cookie lands in the given request context (page.request is the browser context); returns user. */
 export async function login(ctx, userId, password) {
diff --git a/packages/web/e2e/skills.spec.mjs b/packages/web/e2e/skills.spec.mjs
index b7a97a7..7449eb6 100644
--- a/packages/web/e2e/skills.spec.mjs
+++ b/packages/web/e2e/skills.spec.mjs
@@ -3,7 +3,7 @@
  * - the sidebar nav shows "技能库" ("Skill Library"), and the page renders the library's skill
  *   cards across group sections (a collapsible group header: group name + skill count,
  *   **no icon**; the group name follows the UI language — when the server ships a Chinese
- *   group name it's "Agent 开发 / 数据分析 / Penguin 开发 / 网页开发 / 软件工程", falling back to
+ *   group name it's "办公效率 / 软件开发 / AI 应用开发 / Agent 调优", falling back to
  *   English by default); cards carry a custom icon (icon.svg sanitized then inlined, not the book
  *   fallback), with metadata showing version and usage count (worded semantically, not a bare
  *   number badge);
@@ -35,11 +35,10 @@ const P = "password123";
 // falling back to English (both states are asserted).
 // The group header is a collapsible button (group name + skill count); matched by a substring of its accessible name.
 const GROUPS = [
-  /Agent Development|Agent 开发/,
-  /Data Analysis|数据分析/,
-  /Penguin Development|Penguin 开发/,
-  /Web Development|网页开发/,
-  /Software Engineering|软件工程/,
+  /Office Productivity|办公效率/,
+  /Software Development|软件开发/,
+  /AI App Development|AI 应用开发/,
+  /Agent Tuning|Agent 调优/,
 ];
 const SKILLS = [
   "agent-creation",
diff --git a/packages/web/src/api/endpoints.ts b/packages/web/src/api/endpoints.ts
index 3d69fff..44e3d3b 100644
--- a/packages/web/src/api/endpoints.ts
+++ b/packages/web/src/api/endpoints.ts
@@ -302,7 +302,7 @@ export const getUsage = (
     to?: string;
     groupBy: UsageGroupBy;
     agentId?: string;
-    /** Model filters are given as a pair (only takes effect when both provider and modelId are supplied). */
+    /** Model filter is always a whole pair — both fields or neither; a model is never referenced by id alone. */
     provider?: string;
     modelId?: string;
   },
@@ -330,6 +330,10 @@ export const listWorkspaceFiles = (sessionId: string, path: string) =>
 export const workspaceFileUrl = (sessionId: string, path: string, download = false): string =>
   `/api/sessions/${sessionId}/files/content?path=${encodeURIComponent(path)}${download ? "&download=1" : ""}`;
 
+/** Sandboxed top-level preview URL (open an html file in a new tab): real content type under a CSP sandbox, see the server route. */
+export const workspaceFilePreviewUrl = (sessionId: string, path: string): string =>
+  `/api/sessions/${sessionId}/files/content?path=${encodeURIComponent(path)}&preview=1`;
+
 export const uploadWorkspaceFile = (sessionId: string, path: string, dataBase64: string) =>
   apiFetch<void>(`/api/sessions/${sessionId}/files/content`, {
     method: "PUT",
diff --git a/packages/web/src/components/account/change-password-dialog.tsx b/packages/web/src/components/account/change-password-dialog.tsx
index c6f571e..7a96644 100644
--- a/packages/web/src/components/account/change-password-dialog.tsx
+++ b/packages/web/src/components/account/change-password-dialog.tsx
@@ -73,6 +73,7 @@ export function ChangePasswordDialog({ open, onClose }: { open: boolean; onClose
           value={oldPassword}
           onChange={(e) => setOldPassword(e.target.value)}
           autoComplete="current-password"
+          hint={S.account.oldPasswordHint}
           autoFocus
         />
         <PasswordInput
diff --git a/packages/web/src/components/ui/password-input.tsx b/packages/web/src/components/ui/password-input.tsx
index 241ea8a..afb2dc8 100644
--- a/packages/web/src/components/ui/password-input.tsx
+++ b/packages/web/src/components/ui/password-input.tsx
@@ -46,6 +46,8 @@ export function PasswordInput({
           type="button"
           aria-label={toggleLabel}
           title={toggleLabel}
+          // Skip in the tab order: Tab should move between fields, not land on the reveal toggle.
+          tabIndex={-1}
           onClick={() => setVisible((v) => !v)}
           className={`absolute inset-y-0 right-0 flex items-center justify-center text-gray-400 transition-colors duration-150 hover:text-gray-600 dark:hover:text-gray-300 ${
             size === "sm" ? "w-8" : "w-10"
diff --git a/packages/web/src/components/ui/provider-logo.tsx b/packages/web/src/components/ui/provider-logo.tsx
index 3d79c99..58a8dd4 100644
--- a/packages/web/src/components/ui/provider-logo.tsx
+++ b/packages/web/src/components/ui/provider-logo.tsx
@@ -3,10 +3,12 @@
  * light and dark themes).
  *
  * Anthropic / OpenAI / Google Gemini / DeepSeek / Moonshot AI / OpenRouter /
- * SiliconFlow use each vendor's brand mark (for recognition purposes, not under
- * trademark license); Z.AI uses a simplified geometric approximation of its
- * branded glyph (not an exact reproduction of the trademark); unknown vendors and
- * custom models use a generic cube. All are pure paths, no external image assets.
+ * SiliconFlow / Qwen Token Plan / Qwen Pay-As-You-Go / Fireworks AI use each
+ * vendor's brand mark (for recognition purposes, not under trademark license;
+ * Qwen's official gradient wordmark is flattened to currentColor monochrome);
+ * Z.AI uses a simplified geometric approximation of its branded glyph (not an
+ * exact reproduction of the trademark); unknown vendors and custom models use
+ * a generic cube. All are pure paths, no external image assets.
  */
 import type { ReactNode } from "react";
 
@@ -18,6 +20,25 @@ interface Glyph {
   path: ReactNode;
 }
 
+/**
+ * The official Qwen emblem (the wordmark's icon, lettering dropped), gradient fills
+ * flattened to currentColor; coordinates rounded to 2dp from the brand SVG. Shared by the
+ * Qwen Token Plan and Qwen Pay-As-You-Go groups.
+ */
+const QWEN_GLYPH: Glyph = {
+  viewBox: "-0.76 -0.47 28.6 28.6",
+  path: (
+    <>
+      <path d="M26.59,15.92L22.82,13.75C22.92,13.59,22.97,13.4,22.97,13.21L22.97,12.05C22.97,11.66,22.76,11.31,22.43,11.12L21.42,10.54C21.09,10.34,20.68,10.34,20.35,10.54L17.26,12.32C16.93,12.51,16.73,12.86,16.73,13.25L16.73,14.41C16.73,14.79,16.93,15.15,17.26,15.34L24.51,19.53C24.84,19.72,25.25,19.72,25.58,19.53L26.59,18.94C26.92,18.75,27.13,18.4,27.13,18.01L27.13,16.85C27.13,16.47,26.92,16.11,26.59,15.92L26.59,15.92Z" />
+      <path d="M21.88,3.58L18.11,5.75C18.02,5.59,17.89,5.46,17.72,5.36L16.71,4.78C16.38,4.59,15.97,4.59,15.64,4.78L14.63,5.36C14.3,5.55,14.09,5.9,14.09,6.29L14.09,9.86C14.09,10.24,14.3,10.59,14.63,10.78L15.64,11.37C15.97,11.56,16.38,11.56,16.71,11.37L23.96,7.18C24.29,6.99,24.5,6.64,24.5,6.25L24.5,5.09C24.5,4.71,24.29,4.35,23.96,4.16L22.95,3.58C22.62,3.39,22.21,3.39,21.88,3.58L21.88,3.58Z" />
+      <path d="M8.83,1.48L8.83,5.83C8.65,5.83,8.46,5.88,8.3,5.98L7.29,6.56C6.95,6.75,6.75,7.11,6.75,7.49L6.75,8.65C6.75,9.04,6.95,9.39,7.29,9.58L10.37,11.37C10.71,11.56,11.11,11.56,11.45,11.37L12.45,10.78C12.79,10.59,12.99,10.24,12.99,9.85L12.99,1.48C12.99,1.1,12.79,0.75,12.45,0.56L11.45,-0.03C11.11,-0.22,10.71,-0.22,10.37,-0.03L9.37,0.56C9.03,0.75,8.83,1.1,8.83,1.48L8.83,1.48Z" />
+      <path d="M0.5,11.74L4.26,13.91C4.17,14.07,4.12,14.26,4.12,14.45L4.12,15.61C4.12,16,4.32,16.35,4.65,16.54L5.66,17.13C6,17.32,6.4,17.32,6.73,17.13L9.82,15.34C10.15,15.15,10.36,14.8,10.36,14.41L10.36,13.25C10.36,12.87,10.15,12.51,9.82,12.32L2.57,8.14C2.24,7.94,1.84,7.94,1.5,8.14L0.5,8.72C0.16,8.91,-0.04,9.26,-0.04,9.65L-0.04,10.81C-0.04,11.19,0.16,11.55,0.5,11.74Z" />
+      <path d="M5.21,24.08L8.97,21.91C9.07,22.07,9.2,22.21,9.37,22.3L10.38,22.88C10.71,23.08,11.11,23.08,11.45,22.88L12.46,22.3C12.79,22.11,12.99,21.76,12.99,21.37L12.99,17.81C12.99,17.42,12.79,17.07,12.46,16.88L11.45,16.29C11.11,16.1,10.71,16.1,10.38,16.29L3.13,20.48C2.8,20.67,2.59,21.02,2.59,21.41L2.59,22.57C2.59,22.95,2.8,23.31,3.13,23.5L4.14,24.08C4.47,24.28,4.88,24.28,5.21,24.08L5.21,24.08Z" />
+      <path d="M18.26,26.18L18.26,21.83C18.44,21.83,18.63,21.78,18.79,21.68L19.8,21.1C20.13,20.91,20.34,20.56,20.34,20.17L20.34,19.01C20.34,18.62,20.13,18.27,19.8,18.08L16.71,16.3C16.38,16.1,15.97,16.1,15.64,16.3L14.63,16.88C14.3,17.07,14.1,17.42,14.1,17.81L14.1,26.18C14.1,26.56,14.3,26.91,14.63,27.11L15.64,27.69C15.97,27.88,16.38,27.88,16.71,27.69L17.72,27.11C18.05,26.91,18.26,26.56,18.26,26.18L18.26,26.18Z" />
+    </>
+  ),
+};
+
 const GLYPHS: Record<string, Glyph> = {
   anthropic: {
     path: (
@@ -60,6 +81,19 @@ const GLYPHS: Record<string, Glyph> = {
       <path d="M50.7172 0H27.6622C26.3877 0 25.3586 1.03397 25.3586 2.30358V9.21911C25.3586 10.4935 24.3294 11.5227 23.055 11.5227H2.30357C1.02914 11.5227 0 12.5567 0 13.8263V23.0502C0 24.3246 1.03395 25.3538 2.30357 25.3538H25.3586C26.633 25.3538 27.6622 24.3198 27.6622 23.0502V16.1347C27.6622 14.8602 28.6913 13.8311 29.9657 13.8311H50.7172C51.9916 13.8311 53.0207 12.7971 53.0207 11.5275V2.30358C53.0207 1.02916 51.9868 0 50.7172 0Z" />
     ),
   },
+  "qwen-token-plan": QWEN_GLYPH,
+  "qwen-pay-as-you-go": QWEN_GLYPH,
+  fireworks: {
+    // The official Fireworks AI burst mark (three strokes of the wordmark's icon).
+    viewBox: "0 0 638 315",
+    path: (
+      <>
+        <path d="M318.563 221.755C300.863 221.755 284.979 211.247 278.206 194.978L196.549 0H244.342L318.842 178.361L393.273 0H441.066L358.92 195.048C352.112 211.247 336.263 221.755 318.563 221.755Z" />
+        <path d="M425.111 314.933C407.481 314.933 391.667 304.494 384.824 288.366C377.947 272.097 381.507 253.524 393.936 240.921L542.657 90.2803L561.229 134.094L425.076 271.748L619.147 270.666L637.72 314.479L425.146 315.003L425.076 314.933H425.111Z" />
+        <path d="M0 314.408L18.5727 270.595L212.643 271.677L76.525 133.988L95.0977 90.1748L243.819 240.816C256.247 253.384 259.843 272.026 252.93 288.26C246.088 304.424 230.203 314.827 212.643 314.827L0.0698221 314.339L0 314.408Z" />
+      </>
+    ),
+  },
   custom: {
     stroke: true,
     path: (
diff --git a/packages/web/src/features/agents/agents-page.tsx b/packages/web/src/features/agents/agents-page.tsx
index 2342541..9607ff3 100644
--- a/packages/web/src/features/agents/agents-page.tsx
+++ b/packages/web/src/features/agents/agents-page.tsx
@@ -53,6 +53,9 @@ const CARD_ICONS = {
   vaultKeys: "M15.5 7.5l3 3L22 7l-3-3M21 2l-9.6 9.6M13 15.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z",
   /** Schedule count (alarm clock: dial + hands + twin bells, distinct from the plain clock face used for "last modified") */
   schedules: "M12 21a7 7 0 1 0 0-14 7 7 0 0 0 0 14zm0-10v3l2 1.5M5 3L2.5 5.5M19 3l2.5 2.5",
+  /** Installed skill count (open book, same family as the skill library) */
+  skills:
+    "M12 6.5C10.5 5 8 4.5 4 5v12c4-.5 6.5 0 8 1.5 1.5-1.5 4-2 8-1.5V5c-4-.5-6.5 0-8 1.5zm0 0V18",
   /** Usage (bar chart, same as sidebar "Usage Center") */
   usage: "M4 20V10m6 10V4m6 16v-7m4 7H2",
   /** Traces (eye line icon: observability; follows text color, no fill) */
@@ -245,6 +248,13 @@ export function AgentsPage() {
                         <GlyphIcon d={CARD_ICONS.schedules} size={12} />
                         {a.scheduleCount}
                       </span>
+                      <span
+                        className="inline-flex min-w-[2.25rem] shrink-0 items-center gap-1 tabular-nums"
+                        title={S.skills.skillCount(a.skillCount)}
+                      >
+                        <GlyphIcon d={CARD_ICONS.skills} size={12} />
+                        {a.skillCount}
+                      </span>
                       <span
                         className="inline-flex shrink-0 items-center gap-1"
                         title={`${S.agent.updatedAt} ${a.updatedAt ? formatDateTime(a.updatedAt) : "—"}`}
diff --git a/packages/web/src/features/agents/schedules-tab.tsx b/packages/web/src/features/agents/schedules-tab.tsx
index 1344235..8dd528a 100644
--- a/packages/web/src/features/agents/schedules-tab.tsx
+++ b/packages/web/src/features/agents/schedules-tab.tsx
@@ -5,13 +5,14 @@
  * Readable by any member; toggle/edit/delete are owner-only — PUT has whole-file
  * replace semantics, so toggling also resends every field and only flips `enabled`.
  * startAt/endAt use datetime-local inputs (local timezone), converted to ISO 8601 on
- * submit; the "new Session each run" mode can also pick a Model (a provider + modelId
- * pair; defaults to the Project default; mutual exclusivity with sessionId is
- * validated server-side).
+ * submit; the "new Session each run" mode can also pick a Model — always a complete
+ * (provider, modelId) pair, since provider is never inferred; omitting it entirely falls
+ * back to the Project default. Mutual exclusivity with sessionId is validated server-side.
  */
 import { useCallback, useEffect, useState } from "react";
 import type {
   ModelInfo,
+  ModelRefDto,
   ScheduleItem,
   SchedulesResponse,
   ScheduleStatus,
@@ -49,37 +50,35 @@ function toLocalInput(iso: string | undefined): string {
   return `${d.getFullYear()}-${pad(d.getMonth() + 1)}-${pad(d.getDate())}T${pad(d.getHours())}:${pad(d.getMinutes())}`;
 }
 
-/**
- * The model selection value in the form: a paired reference. provider may be
- * omitted — when a hand-written TOML only specifies model_id, it's resolved by
- * unique match at parse time; editing never fills in a provider on its own.
- */
-interface ScheduleModelRef {
-  provider?: string;
-  modelId: string;
-}
-
 /**
  * Model reference ↔ native select option value: encoded as a JSON array
- * ([provider ?? null, modelId]), used only as a transient DOM-value serialization —
+ * ([provider, modelId]), used only as a transient DOM-value serialization —
  * it never enters storage or requests; the persisted/submitted data still keeps
  * provider and modelId as two separate fields (no concatenation anywhere in the
  * pipeline). "" means the Project default.
  */
-const modelOptionValue = (ref: ScheduleModelRef): string =>
-  JSON.stringify([ref.provider ?? null, ref.modelId]);
+const modelOptionValue = (ref: ModelRefDto): string => JSON.stringify([ref.provider, ref.modelId]);
 
-const parseModelOption = (v: string): ScheduleModelRef | null => {
+const parseModelOption = (v: string): ModelRefDto | null => {
   if (!v) return null;
-  const [provider, modelId] = JSON.parse(v) as [string | null, string];
-  return provider === null ? { modelId } : { provider, modelId };
+  const [provider, modelId] = JSON.parse(v) as [string, string];
+  return { provider, modelId };
 };
 
 /** Display label for a model option: upstream id + provider name (shown side by side, not a composite id). */
-const modelOptionLabel = (ref: ScheduleModelRef): string =>
-  ref.provider === undefined
-    ? ref.modelId
-    : `${ref.modelId} · ${providerInfo(ref.provider)?.label ?? ref.provider}`;
+const modelOptionLabel = (ref: ModelRefDto): string =>
+  `${ref.modelId} · ${providerInfo(ref.provider)?.label ?? ref.provider}`;
+
+/**
+ * Stored schedule fields → a model reference. A reference is always the complete
+ * (provider, model_id) pair, since provider is never inferred: the DTO types the two
+ * fields independently, so this guard is what keeps the form and the upsert body from
+ * ever assembling half a reference. A file that sets only one half is rejected by the
+ * server when parsed (it surfaces under invalidFiles, never as a listed row), so in
+ * practice this returns null only when the schedule uses the Project's default model.
+ */
+const itemModelRef = (item: Pick<ScheduleItem, "provider" | "modelId">): ModelRefDto | null =>
+  item.modelId && item.provider ? { provider: item.provider, modelId: item.modelId } : null;
 
 /** Modal form state (shared by create/edit): non-null editing means editing that task (name locked). */
 interface FormState {
@@ -94,8 +93,8 @@ interface FormState {
   target: "new" | "session";
   sessionId: string;
   workspace: string;
-  /** Model for the new-Session mode (null = Project default, modelId/provider omitted). */
-  model: ScheduleModelRef | null;
+  /** Model for the new-Session mode (null = Project default, provider and modelId both omitted). */
+  model: ModelRefDto | null;
 }
 
 const EMPTY_FORM: FormState = {
@@ -191,10 +190,7 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
         ? { workspace: form.workspace.trim() }
         : {}),
       ...(form.target === "new" && form.model
-        ? {
-            modelId: form.model.modelId,
-            ...(form.model.provider !== undefined ? { provider: form.model.provider } : {}),
-          }
+        ? { modelId: form.model.modelId, provider: form.model.provider }
         : {}),
     };
     setBusy(true);
@@ -218,6 +214,7 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
     setBusy(true);
     setError(null);
     setNotice(null);
+    const model = itemModelRef(item);
     try {
       await api.updateSchedule(projectId, agentId, item.name, {
         prompt: item.prompt,
@@ -227,9 +224,8 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
         ...(item.endAt !== undefined ? { endAt: item.endAt } : {}),
         ...(item.sessionId !== undefined ? { sessionId: item.sessionId } : {}),
         ...(item.workspace !== undefined ? { workspace: item.workspace } : {}),
-        // Model reference is resent as a pair (a hand-written file with provider omitted stays omitted).
-        ...(item.modelId !== undefined ? { modelId: item.modelId } : {}),
-        ...(item.provider !== undefined ? { provider: item.provider } : {}),
+        // Model reference is resent as a whole pair or not at all — never half of one.
+        ...(model ? { modelId: model.modelId, provider: model.provider } : {}),
       });
       setNotice(S.common.saved);
       await load();
@@ -240,7 +236,7 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
     }
   };
 
-  /** Edit: prefill this row into the modal form (submits via PUT; model reference prefilled as a pair, provider not auto-filled when absent). */
+  /** Edit: prefill this row into the modal form (submits via PUT; the model reference is prefilled only as a complete pair). */
   const startEdit = (item: ScheduleItem) => {
     openForm({
       editing: item.name,
@@ -253,13 +249,7 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
       target: item.sessionId ? "session" : "new",
       sessionId: item.sessionId ?? "",
       workspace: item.workspace ?? "",
-      model:
-        item.modelId !== undefined
-          ? {
-              modelId: item.modelId,
-              ...(item.provider !== undefined ? { provider: item.provider } : {}),
-            }
-          : null,
+      model: itemModelRef(item),
     });
   };
 
@@ -494,9 +484,9 @@ export function SchedulesTab({ agentId }: { agentId: string }) {
                     onChange={(e) => set({ model: parseModelOption(e.target.value) })}
                   >
                     <option value="">{S.schedule.modelDefault}</option>
-                    {/* When the prefilled reference is no longer in the model config (including a
-                        hand-written file missing only provider), add an extra option so it isn't
-                        displayed as "Project default". */}
+                    {/* When the prefilled pair is no longer in the model config (the entry was
+                        renamed or deleted), add an extra option so it isn't displayed as
+                        "Project default". */}
                     {form.model &&
                       !models.some(
                         (m) =>
diff --git a/packages/web/src/features/chat/chat-input.tsx b/packages/web/src/features/chat/chat-input.tsx
index bcfaa26..2364ac0 100644
--- a/packages/web/src/features/chat/chat-input.tsx
+++ b/packages/web/src/features/chat/chat-input.tsx
@@ -12,7 +12,9 @@
  * logo + name display;
  * `/` opens the slash command menu (`/compact` compresses context, replacing the button; each
  * installed skill gets its own entry; pressing Enter on `/<skill_name>` toggles that skill's
- * selection and clears the input, without sending);
+ * selection without sending). Matching is positional like `@`: a slash opens the menu from any
+ * caret position, running a command removes just that token, and Escape only dismisses the menu —
+ * the rest of the draft is never touched;
  * `@` opens the agent selection menu; once picked it becomes a fixed highlighted target chip
  * above the text body (only one allowed, picking again replaces it; removed via backspace or the
  * x button); only a leading `@` at the start of the text counts — typing or pasting text starting
@@ -54,8 +56,9 @@ import { GlyphIcon } from "../../components/ui/glyph-icon";
 import { SkillIcon } from "../skills/skill-icon-view";
 import { ZoomableImage } from "../../components/ui/image-zoom";
 import { ProviderLogo } from "../../components/ui/provider-logo";
-import { matchesQuery, sameModelRef } from "../models/model-grouping";
+import { matchesQuery, orderModelsLikeLibrary, sameModelRef } from "../models/model-grouping";
 import { filterAgents, matchMention, splitLeadingMention } from "./agent-mentions";
+import { matchSlash, removeSlashToken } from "./slash-token";
 import {
   BOOK_ICON,
   buildSkillsMessage,
@@ -231,7 +234,9 @@ function ModelSelect({
   const current = models.find((m) => sameModelRef(m, value));
   // Display rule matches the model page's card: display name, or falls back to the upstream id (grouping is already conveyed by the provider logo).
   const label = current ? modelLabel(current) : (value?.modelId ?? "…");
-  const filtered = models.filter((m) => matchesQuery(m, query));
+  // Dropdown order mirrors the model library page: provider groups in MODEL_PROVIDERS order
+  // (user-defined groups after, custom last), in-group order preserved.
+  const filtered = orderModelsLikeLibrary(models).filter((m) => matchesQuery(m, query));
   return (
     <Dropdown
       open={open}
@@ -353,9 +358,11 @@ function SkillSelect({
       open={open}
       setOpen={setOpen}
       menuClass={
+        // As wide as reasonably possible so descriptions stay readable; the viewport clamp
+        // keeps it inside phone screens.
         direction === "down"
-          ? "left-0 top-full mt-1 w-72 max-w-[calc(100vw-2rem)] origin-top-left"
-          : "bottom-full left-0 mb-1 w-72 max-w-[calc(100vw-2rem)] origin-bottom-left"
+          ? "left-0 top-full mt-1 w-[26rem] max-w-[calc(100vw-2rem)] origin-top-left"
+          : "bottom-full left-0 mb-1 w-[26rem] max-w-[calc(100vw-2rem)] origin-bottom-left"
       }
       button={
         <button
@@ -373,7 +380,7 @@ function SkillSelect({
           <GlyphIcon d={BOOK_ICON} size={14} className="shrink-0" />
           {/* When the card is narrower than @md, only the icon + badge remain (title shows the full name). */}
           <span className="hidden min-w-0 truncate @md:block">{S.chat.skillsSelect}</span>
-          {/* Selected-count badge: chips no longer exist, so this is the only visible rendering of the selected state. */}
+          {/* Selected-count badge (the chip row above the input mirrors the selection too). */}
           {selected.length > 0 && (
             <span className="shrink-0 rounded-full bg-gray-200/80 px-1.5 py-px font-mono text-[10px] font-semibold text-gray-700 dark:bg-gray-700/60 dark:text-gray-200">
               {selected.length}
@@ -616,9 +623,17 @@ export function ChatInput({
 }) {
   const { locale } = useLocale();
   const [text, setText] = useState(initialText ?? "");
+  /** Live text mirror for slash-command run() closures (the commands memo deliberately doesn't depend on text). */
+  const textRef = useRef(text);
+  textRef.current = text;
   const [images, setImages] = useState<string[]>([]);
   const [busy, setBusy] = useState(false);
   const [slashIndex, setSlashIndex] = useState(0);
+  // Slash token start where Escape closed the menu (mirrors mentionDismissed: the menu stays shut for that one token).
+  const [slashDismissed, setSlashDismissed] = useState<number | null>(null);
+  // Anchor for the popups that open upward, and the room actually available above them.
+  const anchorRef = useRef<HTMLDivElement>(null);
+  const [upwardMaxH, setUpwardMaxH] = useState<number>();
   // @ handoff target (chip, fixed at the front of the input); only one allowed, picking again replaces it directly.
   const [target, setTarget] = useState<AgentSummary | null>(null);
   // Selected skills (dropdown checklist, multi-select): initial value comes from draft restore (quick-invoke pre-selection), cleared on successful send.
@@ -654,11 +669,15 @@ export function ChatInput({
     [selectedSkills, onSkillsChange],
   );
 
+  /** The slash token currently under the caret (kept in a ref so command run() closures always remove the live token). */
+  const slashMatchRef = useRef<ReturnType<typeof matchSlash>>(null);
   const commands = useMemo<SlashCommand[]>(() => {
-    /** Clears the input after a slash command runs (setText is async: wait for the DOM value to update before measuring height). */
+    /** Removes just the slash token after a command runs (the rest of the text stays; setText is async: wait for the DOM value to update before measuring height). */
     const clearInput = () => {
-      setText("");
-      onTextChange?.("");
+      const match = slashMatchRef.current;
+      const next = match ? removeSlashToken(textRef.current, match) : "";
+      setText(next);
+      onTextChange?.(next);
       requestAnimationFrame(autoGrow);
     };
     return [
@@ -681,10 +700,14 @@ export function ChatInput({
       })),
     ];
   }, [onCompact, onTextChange, skills, locale, toggleSkill]);
-  const trimmed = text.trim();
+  // Positional matching (like @ mentions): a slash opens the menu from any caret position;
+  // running a command removes just the token, leaving the rest of the text intact. Doesn't
+  // reopen after Escape until the caret sits on a different token.
+  const slashTok = !running && !compacting ? matchSlash(text, caret) : null;
+  slashMatchRef.current = slashTok;
   const slashMatches =
-    text.trimStart().startsWith("/") && !running && !compacting
-      ? commands.filter((c) => c.cmd.startsWith(trimmed) || trimmed === "/")
+    slashTok && slashTok.start !== slashDismissed
+      ? commands.filter((c) => c.cmd.startsWith(`/${slashTok.query}`))
       : [];
   const slashOpen = slashMatches.length > 0;
   const activeSlash = slashMatches[Math.min(slashIndex, slashMatches.length - 1)];
@@ -696,6 +719,31 @@ export function ChatInput({
   const mentionOpen = mentionMatches.length > 0;
   const activeMention = mentionMatches[Math.min(mentionIndex, mentionMatches.length - 1)];
 
+  // Both menus above are drawn upward (`bottom-full`) from the composer, so their ceiling is
+  // whatever ancestor clips overflow — on the draft page that's the centered scroll area, whose
+  // top edge sits well below the viewport's. A static `40vh` cap can't know that distance and
+  // clipped the first rows on shorter windows, so measure the real gap when a menu opens.
+  useEffect(() => {
+    if (!slashOpen && !mentionOpen) return;
+    const measure = () => {
+      const el = anchorRef.current;
+      if (!el) return;
+      let ceiling = 0;
+      for (let p = el.parentElement; p; p = p.parentElement) {
+        if (getComputedStyle(p).overflowY !== "visible") {
+          ceiling = p.getBoundingClientRect().top;
+          break;
+        }
+      }
+      // Less the menu's own 6px offset from the composer, plus a little breathing room.
+      const room = el.getBoundingClientRect().top - ceiling - 14;
+      setUpwardMaxH(Math.max(96, Math.min(320, Math.round(room))));
+    };
+    measure();
+    window.addEventListener("resize", measure);
+    return () => window.removeEventListener("resize", measure);
+  }, [slashOpen, mentionOpen]);
+
   /** Auto-grow the textarea (caps at roughly 6 lines, scrolls internally beyond that). */
   const autoGrow = () => {
     const el = textareaRef.current;
@@ -829,10 +877,10 @@ export function ChatInput({
         return;
       }
       if (e.key === "Escape") {
-        setText("");
-        onTextChange?.("");
-        // setText is async: wait for the DOM value to update before measuring height (measuring synchronously would read the pre-clear content).
-        requestAnimationFrame(autoGrow);
+        // Only closes the popup, doesn't clear the input: with positional matching the `/token`
+        // is part of the text body like any other word, and wiping a controlled textarea is not
+        // undoable with Ctrl+Z. Reopens if the user keeps typing on another token.
+        setSlashDismissed(slashTok?.start ?? null);
         return;
       }
     }
@@ -853,7 +901,7 @@ export function ChatInput({
         return;
       }
       if (e.key === "Escape") {
-        // Only closes the popup, doesn't clear the input (unlike slash: the @ prefix is part of the text body), reopens if the user keeps typing.
+        // Only closes the popup, doesn't clear the input (the `@token` is part of the text body), reopens if the user keeps typing.
         setMentionDismissed(mention?.start ?? null);
         return;
       }
@@ -909,14 +957,21 @@ export function ChatInput({
   };
 
   return (
-    <div className="relative">
-      {/* Slash command menu (triggered by typing /; /compact plus one entry per installed skill) */}
+    <div className="relative" ref={anchorRef}>
+      {/* Slash command menu (triggered by typing /; /compact plus one entry per installed skill).
+          Height is capped to the room measured above the composer (see upwardMaxH) with internal
+          scrolling, so a long skill list never pushes the menu's top edge out of view; the active
+          row keeps itself scrolled into view. */}
       {slashOpen && (
-        <div className="anim-pop absolute bottom-full left-0 z-40 mb-1.5 w-80 max-w-[calc(100vw-2rem)] rounded-md border border-gray-200 bg-white py-1 shadow-lg dark:border-gray-700 dark:bg-gray-900">
+        <div
+          style={{ maxHeight: upwardMaxH }}
+          className="anim-pop absolute bottom-full left-0 z-40 mb-1.5 w-80 max-w-[calc(100vw-2rem)] overflow-y-auto overscroll-contain rounded-md border border-gray-200 bg-white py-1 shadow-lg dark:border-gray-700 dark:bg-gray-900"
+        >
           {slashMatches.map((c, i) => (
             <button
               key={c.cmd}
               type="button"
+              ref={c === activeSlash ? (el) => el?.scrollIntoView({ block: "nearest" }) : undefined}
               onMouseEnter={() => setSlashIndex(i)}
               onClick={() => c.run()}
               className={`flex w-full items-center gap-2 px-3 py-1.5 text-left text-sm ${
@@ -938,7 +993,10 @@ export function ChatInput({
 
       {/* @ subagent menu (triggered by typing @; interaction matches the slash menu) */}
       {mentionOpen && (
-        <div className="anim-pop absolute bottom-full left-0 z-40 mb-1.5 max-h-64 w-72 overflow-y-auto rounded-md border border-gray-200 bg-white py-1 shadow-lg dark:border-gray-700 dark:bg-gray-900">
+        <div
+          style={{ maxHeight: Math.min(256, upwardMaxH ?? 256) }}
+          className="anim-pop absolute bottom-full left-0 z-40 mb-1.5 w-72 overflow-y-auto rounded-md border border-gray-200 bg-white py-1 shadow-lg dark:border-gray-700 dark:bg-gray-900"
+        >
           {mentionMatches.map((a, i) => (
             <button
               key={a.agentId}
@@ -1001,27 +1059,56 @@ export function ChatInput({
           card's width changes with the viewport and the Files panel squeezing it, viewport
           breakpoints wouldn't judge it accurately. */}
       <div className="@container rounded-lg border border-gray-300 bg-white px-2.5 pb-2 pt-2 transition-[border-color,box-shadow] duration-200 focus-within:border-gray-500 focus-within:ring-2 focus-within:ring-gray-400/30 dark:border-gray-700 dark:bg-gray-900 dark:focus-within:border-gray-400">
-        {/* @ handoff target chip: above the text body (background highlight to distinguish it from plain text), removed via the x button or backspace at the start of the text. */}
-        {target !== null && (
+        {/* Chip row above the text body: the @ handoff target (fixed at the front — send-time
+            @ semantics stay leading-only) followed by the selected skills, mirroring the
+            agent chip's look. Remove buttons recolor the x on hover (no background wash). */}
+        {(target !== null || selectedSkills.length > 0) && (
           <div className="mb-1 flex flex-wrap items-center gap-1">
-            <span
-              className="anim-pop flex max-w-48 items-center gap-0.5 rounded-md bg-gray-100 py-0.5 pl-2 pr-1 font-mono text-sm text-gray-800 dark:bg-gray-800 dark:text-gray-200"
-              {...(target.name && target.name !== target.agentId ? { title: target.name } : {})}
-            >
-              <span className="truncate">@{target.agentId}</span>
-              <button
-                type="button"
-                aria-label={S.chat.mentionRemove}
-                onClick={() => {
-                  setTarget(null);
-                  onHandoffTargetChange?.(null);
-                  textareaRef.current?.focus();
-                }}
-                className="shrink-0 rounded p-0.5 text-gray-400 transition-colors duration-150 hover:bg-gray-200 hover:text-gray-700 dark:hover:bg-gray-700 dark:hover:text-gray-200"
+            {target !== null && (
+              <span
+                className="anim-pop flex max-w-48 items-center gap-0.5 rounded-md bg-gray-100 py-0.5 pl-2 pr-1 font-mono text-sm text-gray-800 dark:bg-gray-800 dark:text-gray-200"
+                {...(target.name && target.name !== target.agentId ? { title: target.name } : {})}
               >
-                ×
-              </button>
-            </span>
+                <span className="truncate">@{target.agentId}</span>
+                <button
+                  type="button"
+                  aria-label={S.chat.mentionRemove}
+                  onClick={() => {
+                    setTarget(null);
+                    onHandoffTargetChange?.(null);
+                    textareaRef.current?.focus();
+                  }}
+                  className="shrink-0 rounded p-0.5 text-gray-400 transition-colors duration-150 hover:text-gray-700 dark:hover:text-gray-200"
+                >
+                  ×
+                </button>
+              </span>
+            )}
+            {selectedSkills.map((name) => {
+              const meta = skills.find((sk) => sk.name === name);
+              return (
+                <span
+                  key={name}
+                  className="anim-pop flex max-w-48 items-center gap-1 rounded-md bg-gray-100 py-0.5 pl-2 pr-1 font-mono text-sm text-gray-800 dark:bg-gray-800 dark:text-gray-200"
+                  {...(meta ? { title: localizedShortText(locale, meta) } : {})}
+                >
+                  <SkillIcon
+                    icon={meta?.icon}
+                    size={13}
+                    className="shrink-0 text-gray-500 dark:text-gray-400"
+                  />
+                  <span className="truncate">{name}</span>
+                  <button
+                    type="button"
+                    aria-label={`${S.chat.skillRemove} ${name}`}
+                    onClick={() => toggleSkill(name)}
+                    className="shrink-0 rounded p-0.5 text-gray-400 transition-colors duration-150 hover:text-gray-700 dark:hover:text-gray-200"
+                  >
+                    ×
+                  </button>
+                </span>
+              );
+            })}
           </div>
         )}
 
@@ -1039,9 +1126,14 @@ export function ChatInput({
             setCaret(caretNow);
             setSlashIndex(0);
             setMentionIndex(0);
-            // Closing via Escape only persists for "the same @ mention": continuing to type
-            // within that mention won't reopen the menu; it re-opens once the cursor is no
-            // longer on that mention (deleted, moved away, or replaced by a new one).
+            // Closing via Escape only persists for "the same token": continuing to type within
+            // that slash command / mention won't reopen the menu; it re-opens once the cursor is
+            // no longer on that token (deleted, moved away, or replaced by a new one).
+            setSlashDismissed((d) => {
+              if (d === null) return null;
+              const m = matchSlash(value, caretNow);
+              return m && m.start === d ? d : null;
+            });
             setMentionDismissed((d) => {
               if (d === null) return null;
               const m = matchMention(value, caretNow);
diff --git a/packages/web/src/features/chat/draft-view.tsx b/packages/web/src/features/chat/draft-view.tsx
index fb5c6df..b7e3dd7 100644
--- a/packages/web/src/features/chat/draft-view.tsx
+++ b/packages/web/src/features/chat/draft-view.tsx
@@ -45,6 +45,7 @@ import { Dropdown } from "../../components/ui/dropdown";
 import { PenguinLogo } from "../../components/ui/penguin-logo";
 import { toastError } from "../../components/ui/toast";
 import { ChatInput } from "./chat-input";
+import { buildSkillsMessage } from "./skill-use";
 import { clearDraft, draftKey, loadDraft, saveDraft } from "./draft-cache";
 import type { DraftCache } from "./draft-cache";
 import { handoffMessage } from "./agent-mentions";
@@ -53,6 +54,18 @@ import { sameModelRef } from "../models/model-grouping";
 /** Coalescing window for writing body text to the cache: keystrokes are frequent, so a short batch accumulates before persisting (option changes are still written immediately). */
 const DRAFT_SAVE_DEBOUNCE_MS = 300;
 
+/**
+ * Example tasks on the draft screen, in display order (game card first, LoL music player,
+ * then the RAG build). Copy lives in S.chat.exampleTasks[id]; skills are pinned via a
+ * `<use_skills>` block — only those the selected Agent actually has installed are included,
+ * so the block never references a skill the agent can't read.
+ */
+const EXAMPLE_TASKS: { id: "game" | "lol" | "rag"; skills: string[] }[] = [
+  { id: "game", skills: ["web-design"] },
+  { id: "lol", skills: ["web-design"] },
+  { id: "rag", skills: ["penguin-sdk", "web-design"] },
+];
+
 export function DraftView({
   projectId,
   models,
@@ -146,8 +159,11 @@ export function DraftView({
   // mount render would trigger ChatInput's pruning effect and wrongly clear the
   // quick-invoke preselection.
   const [agentSkills, setAgentSkills] = useState<SkillMetadataItem[]>([]);
+  /** Whether the skills fetch for the current Agent has settled — the example task waits for it so its `<use_skills>` pinning doesn't silently depend on network timing. */
+  const [skillsLoaded, setSkillsLoaded] = useState(false);
   useEffect(() => {
     setAgentSkills((prev) => (prev.length > 0 ? [] : prev));
+    setSkillsLoaded(false);
     if (!agentId) return;
     let cancelled = false;
     api
@@ -155,7 +171,10 @@ export function DraftView({
       .then((res) => {
         if (!cancelled) setAgentSkills(res.skills);
       })
-      .catch(() => undefined);
+      .catch(() => undefined)
+      .finally(() => {
+        if (!cancelled) setSkillsLoaded(true);
+      });
     return () => {
       cancelled = true;
     };
@@ -244,12 +263,23 @@ export function DraftView({
     setCurrentAgentId(a.agentId);
   };
 
+  // One in-flight guard shared by every send entry point (composer send / example task /
+  // @-handoff): a second submission while one is running would create a second Session with
+  // its own first task and a racing navigation. The ref is the synchronous guard; the state
+  // drives disabled styling on the example button (the composer has its own busy state).
+  const sendingRef = useRef(false);
+  const [sending, setSending] = useState(false);
+
   // First message sent: only now is the Session created (Agent / Workspace / Model / approval
   // mode are all locked in together), then the route jumps once sent; returns false on any
-  // failure, so the input area keeps the draft and can resend.
+  // failure, so the input area keeps the draft and can resend. `keepDraft` is set by sends
+  // that did not consume the composer text (the example task), so a typed-but-unsent draft
+  // survives the navigation instead of being silently discarded.
   const onSend = useCallback(
-    async (input: TaskInputPart[]): Promise<boolean> => {
-      if (!agentId) return false;
+    async (input: TaskInputPart[], keepDraft = false): Promise<boolean> => {
+      if (!agentId || sendingRef.current) return false;
+      sendingRef.current = true;
+      setSending(true);
       let createdId: string | null = null;
       try {
         const body: SessionCreateRequest = { approvalMode };
@@ -263,7 +293,7 @@ export function DraftView({
         createdId = created.session.sessionId;
         const res = await api.postTask(createdId, { input });
         add(created.session);
-        discardDraft();
+        if (!keepDraft) discardDraft();
         navigate(`/chat/${res.sessionId}`, { replace: true });
         return true;
       } catch (e) {
@@ -273,18 +303,45 @@ export function DraftView({
         if (createdId) void api.deleteSession(createdId).catch(() => undefined);
         toastError(apiErrorText(e, modelRef ? { modelId: modelRef.modelId } : {}));
         return false;
+      } finally {
+        sendingRef.current = false;
+        setSending(false);
       }
     },
     [projectId, agentId, approvalMode, modelRef, workspace, add, discardDraft, navigate],
   );
 
+  // Example tasks: one click submits the canned prompt exactly like a hand-typed send (the
+  // busy id drives the clicked card's spinner; the shared in-flight guard and all failure
+  // handling live in onSend). keepDraft: an example never consumes the composer text, so a
+  // typed-but-unsent draft must survive. The selected model / Workspace / approval mode apply as-is.
+  const [exampleBusy, setExampleBusy] = useState<"game" | "lol" | "rag" | null>(null);
+  const runExample = useCallback(
+    async (task: (typeof EXAMPLE_TASKS)[number]) => {
+      if (exampleBusy !== null) return;
+      setExampleBusy(task.id);
+      try {
+        const names = task.skills.filter((n) => agentSkills.some((s) => s.name === n));
+        await onSend(
+          [{ type: "text", text: buildSkillsMessage(names, S.chat.exampleTasks[task.id].prompt) }],
+          true,
+        );
+      } finally {
+        setExampleBusy(null);
+      }
+    },
+    [exampleBusy, agentSkills, onSend],
+  );
+
   // @ handoff: opens a new chat for the @-mentioned agent (approval mode carries over from the
   // draft's current value; model/Workspace use the creation defaults), first input =
   // <handoff_from> source block + the text and images with the @ mention stripped.
   const selectedAgent = agents.find((a) => a.agentId === agentId) ?? null;
   const onHandoff = useCallback(
     async (target: AgentSummary, input: TaskInputPart[]): Promise<boolean> => {
-      if (!selectedAgent) return false;
+      if (!selectedAgent || sendingRef.current) return false;
+      sendingRef.current = true;
+      setSending(true);
       const origin: TaskInputPart = {
         type: "text",
         text: handoffMessage({
@@ -308,6 +365,9 @@ export function DraftView({
           apiErrorText(e, models?.defaultModel ? { modelId: models.defaultModel.modelId } : {}),
         );
         return false;
+      } finally {
+        sendingRef.current = false;
+        setSending(false);
       }
     },
     [projectId, selectedAgent, approvalMode, add, discardDraft, navigate, models],
@@ -319,15 +379,21 @@ export function DraftView({
   const vision = modelInfo?.vision !== false;
 
   return (
-    <div className="anim-fade flex min-h-0 flex-1 flex-col overflow-y-auto px-3 md:px-4">
+    <div className="anim-fade flex min-h-0 flex-1 flex-col overflow-y-auto px-3 py-6 md:px-4">
       {/*
-       * Vertical layout: two symmetric flex-1 spaces above and below, so **the input card lands
-       * exactly on the viewport's centerline**; the brand area sits at the bottom of the upper
-       * space (right above the input card). When the viewport is too short, the upper space
-       * shrinks to the brand area's height, the lower space compresses to padding, and the whole
-       * page falls back to natural document-flow scrolling (without clipping the top).
+       * Vertical layout: everything visible — brand, input card, ownership pills, example tasks —
+       * lives in ONE block between two empty flex-1 spacers, so the block is centred and the free
+       * space above and below it is exactly equal. The brand deliberately sits inside that block
+       * rather than in the upper spacer: keeping it in the spacer made the upper gap shorter than
+       * the lower one by the brand's own height, which pushed the card up the viewport and left
+       * the slash menu — it opens upward, `bottom-full` — too little room, so it clipped against
+       * the top of this scroll container. When the viewport is too short the spacers collapse to
+       * nothing, the container's own py-6 keeps the content off the edges, and the page falls back
+       * to natural scrolling.
        */}
-      <div className="flex flex-1 flex-col justify-end pt-6">
+      <div className="flex-1" />
+
+      <div className="mx-auto w-full max-w-3xl">
         {/* Large brand logo + brand name + subtitle (e2e tests identify the draft page by this
             heading). The asset is square-cropped and the graphic already has a bit of built-in
             padding, so a small margin is enough to sit visually close to the title. */}
@@ -338,9 +404,7 @@ export function DraftView({
           </h1>
           <p className="mt-2 text-base text-gray-400 dark:text-gray-500">{S.chat.draftSubtitle}</p>
         </div>
-      </div>
 
-      <div className="mx-auto w-full max-w-3xl">
         <ChatInput
           status="idle"
           onSend={onSend}
@@ -373,10 +437,121 @@ export function DraftView({
           <AgentSelect agents={agents} selected={selectedAgent} onSelect={selectAgent} />
           <WorkspaceSelect projectId={projectId} workspace={workspace} onChange={setWorkspace} />
         </div>
+
+        {/* Example tasks: one-click canned builds showing off the one-sentence → app flow,
+            stacked vertically in display order on every viewport. Disabled until
+            agents/models/skills are resolved (onSend would silently no-op without an Agent);
+            hover only darkens the border, per the card convention. */}
+        <div className="mt-6 flex flex-col items-stretch gap-2">
+          {EXAMPLE_TASKS.map((task) => {
+            const copy = S.chat.exampleTasks[task.id];
+            return (
+              <button
+                key={task.id}
+                type="button"
+                disabled={exampleBusy !== null || sending || !skillsLoaded || !agentId || !models}
+                onClick={() => void runExample(task)}
+                className="group flex min-w-0 items-center gap-3 rounded-xl border border-gray-200 bg-white px-4 py-3 text-left transition-colors duration-150 hover:border-gray-300 disabled:cursor-default disabled:opacity-60 dark:border-gray-800 dark:bg-gray-900 dark:hover:border-gray-700"
+              >
+                {/* 24×24 line icons (gamepad / music note / sparkle), consistent with the icon convention */}
+                {task.id === "lol" ? (
+                  <svg
+                    width="20"
+                    height="20"
+                    viewBox="0 0 24 24"
+                    fill="none"
+                    stroke="currentColor"
+                    className="shrink-0 text-brand-500 dark:text-brand-400"
+                    aria-hidden
+                  >
+                    <path
+                      d="M9 18V6l11-2v12"
+                      strokeWidth="1.7"
+                      strokeLinecap="round"
+                      strokeLinejoin="round"
+                    />
+                    <circle cx="6.5" cy="18" r="2.5" strokeWidth="1.7" />
+                    <circle cx="17.5" cy="16" r="2.5" strokeWidth="1.7" />
+                  </svg>
+                ) : task.id === "game" ? (
+                  <svg
+                    width="20"
+                    height="20"
+                    viewBox="0 0 24 24"
+                    fill="none"
+                    stroke="currentColor"
+                    className="shrink-0 text-brand-500 dark:text-brand-400"
+                    aria-hidden
+                  >
+                    <path
+                      d="M6.7 6h10.6a4 4 0 0 1 3.97 3.56c.2 1.8.73 5.05.73 6.44a3 3 0 0 1-3 3c-1 0-1.5-.5-2-1l-1.4-1.4a2 2 0 0 0-1.42-.6H9.82a2 2 0 0 0-1.41.6L7 18c-.5.5-1 1-2 1a3 3 0 0 1-3-3c0-1.39.52-4.64.73-6.44A4 4 0 0 1 6.7 6z"
+                      strokeWidth="1.7"
+                      strokeLinejoin="round"
+                    />
+                    <path
+                      d="M6.5 11h4M8.5 9v4M15 12h.01M18 10h.01"
+                      strokeWidth="1.7"
+                      strokeLinecap="round"
+                    />
+                  </svg>
+                ) : (
+                  <svg
+                    width="20"
+                    height="20"
+                    viewBox="0 0 24 24"
+                    fill="none"
+                    stroke="currentColor"
+                    className="shrink-0 text-brand-500 dark:text-brand-400"
+                    aria-hidden
+                  >
+                    <path
+                      d="M12 3l1.9 5.1L19 10l-5.1 1.9L12 17l-1.9-5.1L5 10l5.1-1.9L12 3z"
+                      strokeWidth="1.7"
+                      strokeLinejoin="round"
+                    />
+                    <path
+                      d="M18.5 15.5l.9 2.1 2.1.9-2.1.9-.9 2.1-.9-2.1-2.1-.9 2.1-.9.9-2.1z"
+                      strokeWidth="1.4"
+                      strokeLinejoin="round"
+                    />
+                  </svg>
+                )}
+                <span className="min-w-0 flex-1">
+                  <span className="block truncate text-sm font-medium text-gray-900 dark:text-gray-100">
+                    {copy.label}
+                  </span>
+                  <span className="line-clamp-2 text-xs text-gray-500 dark:text-gray-400">
+                    {copy.desc}
+                  </span>
+                </span>
+                {exampleBusy === task.id ? (
+                  <span className="ml-1 shrink-0 text-xs text-gray-400">{S.common.loading}</span>
+                ) : (
+                  <svg
+                    width="16"
+                    height="16"
+                    viewBox="0 0 24 24"
+                    fill="none"
+                    stroke="currentColor"
+                    className="ml-1 shrink-0 text-gray-300 transition-colors duration-150 group-hover:text-gray-500 dark:text-gray-600 dark:group-hover:text-gray-400"
+                    aria-hidden
+                  >
+                    <path
+                      d="M5 12h14M13 6l6 6-6 6"
+                      strokeWidth="1.7"
+                      strokeLinecap="round"
+                      strokeLinejoin="round"
+                    />
+                  </svg>
+                )}
+              </button>
+            );
+          })}
+        </div>
       </div>
 
-      {/* Lower symmetric space (compresses to padding at minimum height) */}
-      <div className="flex-1 pb-6" />
+      {/* Lower symmetric space — empty, so it matches the upper one exactly */}
+      <div className="flex-1" />
     </div>
   );
 }
diff --git a/packages/web/src/features/chat/live-duration.tsx b/packages/web/src/features/chat/live-duration.tsx
index 116b7fc..acd397b 100644
--- a/packages/web/src/features/chat/live-duration.tsx
+++ b/packages/web/src/features/chat/live-duration.tsx
@@ -1,12 +1,13 @@
 /**
- * Live duration (inline display on running thinking/tool cards): ticks every second. sinceMs
+ * Live duration (inline display on running thinking/tool cards): ticks every second, showing
+ * whole seconds only — decimals appear only on the settled value once the item finishes. sinceMs
  * comes from the server-side message timestamp and may drift from the local clock; negative
  * values are shown as 0; a pulsing ellipsis is shown when missing.
  * `offsetMs` is the already-settled duration of a prior segment (e.g. a tool call's argument
  * generation phase), added on top of the live segment as it ticks.
  */
 import { useEffect, useState } from "react";
-import { humanizeDuration } from "../../lib/format";
+import { humanizeDurationLive } from "../../lib/format";
 
 export function LiveDuration({ sinceMs, offsetMs = 0 }: { sinceMs?: number; offsetMs?: number }) {
   const [now, setNow] = useState(() => Date.now());
@@ -15,5 +16,5 @@ export function LiveDuration({ sinceMs, offsetMs = 0 }: { sinceMs?: number; offs
     return () => clearInterval(id);
   }, []);
   if (sinceMs === undefined) return <span className="animate-pulse">…</span>;
-  return <>{humanizeDuration(Math.max(0, offsetMs) + Math.max(0, now - sinceMs))}</>;
+  return <>{humanizeDurationLive(Math.max(0, offsetMs) + Math.max(0, now - sinceMs))}</>;
 }
diff --git a/packages/web/src/features/chat/md.tsx b/packages/web/src/features/chat/md.tsx
new file mode 100644
index 0000000..08de409
--- /dev/null
+++ b/packages/web/src/features/chat/md.tsx
@@ -0,0 +1,76 @@
+/**
+ * Markdown body memoized by text identity. The stream model mutates chat items in place and
+ * only reassigns `text` when a delta arrives, so every settled message keeps the same string
+ * instance across the per-frame version bumps — the shallow prop compare then skips its entire
+ * micromark → mdast → React re-parse, and only the actively-streaming message re-renders.
+ * Without this, each animation frame during a stream re-parsed the WHOLE transcript (O(n²)
+ * over a long reply), which visibly froze the UI while large code blocks streamed in.
+ *
+ * Fenced code blocks render through CodeBlock (language chrome + copy button + Shiki
+ * highlight). `streaming` disables highlighting while deltas are still arriving —
+ * re-tokenizing a growing block every frame is O(n²) main-thread cost — and the settle
+ * re-render (new string instance, streaming=false) highlights each block exactly once.
+ * Inline code keeps the default rendering (`.md-body code` styling).
+ */
+import { isValidElement, memo } from "react";
+import type { ReactNode } from "react";
+import ReactMarkdown from "react-markdown";
+import type { Components } from "react-markdown";
+import remarkGfm from "remark-gfm";
+import { CodeBlock } from "./code-block";
+
+/** Flatten a react-markdown code element's children to plain text (string or string array in practice). */
+function codeText(children: unknown): string {
+  if (typeof children === "string") return children;
+  if (Array.isArray(children)) return children.filter((c) => typeof c === "string").join("");
+  return "";
+}
+
+/** Fenced-block adapter: unwraps the <pre><code class="language-x"> pair react-markdown emits into CodeBlock. */
+function MdPre({ children, streaming }: { children?: ReactNode; streaming: boolean }) {
+  if (isValidElement(children)) {
+    const props = children.props as { className?: string; children?: unknown };
+    const language = /language-([\w+-]+)/.exec(props.className ?? "")?.[1] ?? "";
+    return (
+      <CodeBlock
+        language={language}
+        code={codeText(props.children).replace(/\n$/, "")}
+        highlight={!streaming}
+      />
+    );
+  }
+  return <pre>{children}</pre>;
+}
+
+/**
+ * The two `components` maps, built once at module scope instead of inline per render.
+ * react-markdown uses `components.pre` as the element **type**, so a fresh arrow each render is
+ * a new type on every commit: React unmounts and remounts every code block, dropping the user's
+ * text selection and resetting each block's Copy-button state — ~8 times a second while a reply
+ * streams, including for blocks that closed long ago. `streaming` is the only thing the adapter
+ * closes over, so one frozen map per value is enough; the single flip between them happens on
+ * the settle render, which re-parses the message anyway.
+ */
+const STREAMING_COMPONENTS: Components = {
+  pre: (props) => <MdPre streaming>{props.children}</MdPre>,
+};
+const SETTLED_COMPONENTS: Components = {
+  pre: (props) => <MdPre streaming={false}>{props.children}</MdPre>,
+};
+
+export const Md = memo(function Md({
+  text,
+  streaming = false,
+}: {
+  text: string;
+  streaming?: boolean;
+}) {
+  return (
+    <ReactMarkdown
+      remarkPlugins={[remarkGfm]}
+      components={streaming ? STREAMING_COMPONENTS : SETTLED_COMPONENTS}
+    >
+      {text}
+    </ReactMarkdown>
+  );
+});
diff --git a/packages/web/src/features/chat/message-item.tsx b/packages/web/src/features/chat/message-item.tsx
index bc21d9a..ce83b05 100644
--- a/packages/web/src/features/chat/message-item.tsx
+++ b/packages/web/src/features/chat/message-item.tsx
@@ -5,14 +5,13 @@
  * stats lines. Items have a light entrance animation.
  */
 import { useState } from "react";
-import ReactMarkdown from "react-markdown";
-import remarkGfm from "remark-gfm";
 import { S } from "../../lib/strings";
 import { useLocale } from "../../state/locale";
 import { formatMessageTime } from "../../lib/format";
 import { STAT_ICONS } from "../../lib/stat-icons";
 import { splitImageAttachments } from "../../lib/attachments";
 import type { ChatItem } from "../../lib/omni/stream-model";
+import { Md } from "./md";
 import { GlyphIcon } from "../../components/ui/glyph-icon";
 import { ZoomableImage } from "../../components/ui/image-zoom";
 import { MessageFilesCard } from "./message-files-card";
@@ -158,8 +157,8 @@ export function MessageItem({ item, ctx }: { item: ChatItem; ctx: StreamRenderCo
       // which is more useful than copying segment by segment.
       return (
         <div className="md-body anim-msg my-3 text-base leading-relaxed text-gray-800 dark:text-gray-100">
-          {/* Re-renders the accumulated text directly while streaming (a key point of the contract implementation). */}
-          <ReactMarkdown remarkPlugins={[remarkGfm]}>{item.text}</ReactMarkdown>
+          {/* Re-renders the accumulated text directly while streaming (a key point of the contract implementation); memoized so settled messages skip the re-parse, and code blocks highlight once on settle (see md.tsx). */}
+          <Md text={item.text} streaming={item.streaming} />
           {item.streaming && <span className="animate-pulse text-gray-400">▌</span>}
           {item.stopReason && item.stopReason !== "completed" && (
             <span className="ml-1 font-mono text-xs text-gray-400">[{item.stopReason}]</span>
diff --git a/packages/web/src/features/chat/message-stream.tsx b/packages/web/src/features/chat/message-stream.tsx
index 900c933..551f1bf 100644
--- a/packages/web/src/features/chat/message-stream.tsx
+++ b/packages/web/src/features/chat/message-stream.tsx
@@ -5,7 +5,7 @@
  * StreamRenderContext threads the pending-approval map and approval callback down to tool
  * cards at any nesting depth.
  */
-import { useEffect, useRef } from "react";
+import { useEffect, useLayoutEffect, useRef, useState } from "react";
 import type { ReactNode } from "react";
 import { S } from "../../lib/strings";
 import type { ChatItem } from "../../lib/omni/stream-model";
@@ -144,45 +144,175 @@ export function MessageStream({
   // An upward-swipe intent immediately exits auto-follow; scrolling back near the bottom resumes it — see stream-follow.ts (#75) for the exact rule.
   const followRef = useRef<StreamFollow | null>(null);
   const follow = (followRef.current ??= createStreamFollow());
+  // Back-to-bottom button visibility (React state — the follow object mutates outside React):
+  // shown only when follow is off AND there is actually content below the fold. The second
+  // condition matters: a wheel-up flick over a list that already fits the viewport exits follow
+  // (stream-follow.ts keeps that rule deliberately) but must not surface a "jump to latest"
+  // button with nothing to jump to. Synced after every event that can change either input
+  // (wheel-up at the very top fires no scroll event, so syncing on scroll alone is not enough)
+  // and in the version effect (content growing while unstuck fires no scroll event either).
+  const [showJump, setShowJump] = useState(false);
+  /**
+   * Animated-return phase (back-to-bottom clicked, glide in flight). The glide is a
+   * self-driven rAF loop rather than native scrollTo({behavior:"smooth"}) for two
+   * live-tested reasons: (1) re-aiming a native smooth scroll on every stream commit resets
+   * its easing, capping descent below a fast stream's growth rate — the return then never
+   * arrives; (2) an in-flight native smooth scroll cannot be interrupted, so a wheel-up
+   * cancel would keep dragging the user downward for hundreds of ms. The rAF loop chases the
+   * LIVE bottom each frame with a velocity floor above any realistic growth rate, and
+   * cancelling it stops the descent within a frame. While returning, the button stays hidden
+   * and the stick snap must not fire (an instant snap on the next commit would kill the glide).
+   */
+  const returningRef = useRef(false);
+  const returnRafRef = useRef<number | null>(null);
+  const cancelReturn = () => {
+    if (returnRafRef.current !== null) {
+      cancelAnimationFrame(returnRafRef.current);
+      returnRafRef.current = null;
+    }
+    returningRef.current = false;
+  };
+  useEffect(() => () => cancelReturn(), []);
+  /** Local previous scrollTop, only for detecting the user fighting the return animation upward (the follow object keeps its own). */
+  const lastTopRef = useRef<number | null>(null);
+  const syncJump = () => {
+    const el = scrollRef.current;
+    setShowJump(
+      !returningRef.current &&
+        !follow.stick &&
+        el !== null &&
+        el.scrollHeight - el.scrollTop - el.clientHeight > 1,
+    );
+  };
 
   const onScroll = () => {
     const el = scrollRef.current;
     if (!el) return;
+    const prevTop = lastTopRef.current;
+    lastTopRef.current = el.scrollTop;
+    // Scrollbar-drag / keyboard scroll upward during the return cancels it (wheel/touch cancel in their own handlers).
+    if (returningRef.current && prevTop !== null && el.scrollTop < prevTop - 1) {
+      cancelReturn();
+    }
     follow.scrolled({
       scrollTop: el.scrollTop,
       scrollHeight: el.scrollHeight,
       clientHeight: el.clientHeight,
     });
+    syncJump();
   };
 
-  useEffect(() => {
+  // Layout effect (not useEffect): the stick-to-bottom snap must land before paint, otherwise
+  // fast streams show the bottom edge "catching up" by the growth of each commit. Suppressed
+  // during the animated return — the glide owns the scroll position until it arrives.
+  useLayoutEffect(() => {
     const el = scrollRef.current;
-    if (el && follow.stick) el.scrollTop = el.scrollHeight;
+    if (el && follow.stick && !returningRef.current) el.scrollTop = el.scrollHeight;
+    syncJump();
+    // syncJump is recreated per render; the effect intentionally keys on stream growth only.
+    // eslint-disable-next-line react-hooks/exhaustive-deps
   }, [version, follow]);
 
+  /** Back-to-bottom: glide down to the live bottom (reduced motion gets an instant jump); follow re-engages on arrival. */
+  const jumpToLatest = () => {
+    const el = scrollRef.current;
+    if (!el) return;
+    if (window.matchMedia("(prefers-reduced-motion: reduce)").matches) {
+      follow.resume();
+      el.scrollTop = el.scrollHeight;
+      syncJump();
+      return;
+    }
+    cancelReturn();
+    returningRef.current = true;
+    // Far away: teleport to three viewports above the bottom first, then glide the rest —
+    // bounds the animation to well under a second regardless of how far the user scrolled.
+    const far = el.scrollHeight - el.clientHeight - el.scrollTop;
+    if (far > 3 * el.clientHeight) el.scrollTop = el.scrollHeight - 4 * el.clientHeight;
+    let last = performance.now();
+    const stepFrame = (now: number) => {
+      returnRafRef.current = null;
+      const live = scrollRef.current;
+      if (!live || !returningRef.current) return;
+      const dt = Math.min(0.05, Math.max(0.001, (now - last) / 1000));
+      last = now;
+      const remaining = live.scrollHeight - live.clientHeight - live.scrollTop;
+      if (remaining <= 1) {
+        returningRef.current = false;
+        follow.resume();
+        live.scrollTop = live.scrollHeight;
+        syncJump();
+        return;
+      }
+      // Proportional ease-out toward the LIVE bottom, with a time-based velocity floor
+      // (3200px/s) that outruns any realistic streaming growth so the glide always lands.
+      const step = Math.max(remaining * Math.min(1, dt * 10), 3200 * dt);
+      live.scrollTop += Math.min(step, remaining);
+      returnRafRef.current = requestAnimationFrame(stepFrame);
+    };
+    returnRafRef.current = requestAnimationFrame(stepFrame);
+    syncJump();
+  };
+
   return (
-    <div
-      ref={scrollRef}
-      onScroll={onScroll}
-      onWheel={(e) => follow.wheel(e.deltaY)}
-      onTouchStart={(e) => {
-        const t = e.touches[0];
-        if (t) follow.touchStart(t.clientY);
-      }}
-      onTouchMove={(e) => {
-        const t = e.touches[0];
-        if (t) follow.touchMove(t.clientY);
-      }}
-      onTouchEnd={() => follow.touchEnd()}
-      className="anim-fade h-full overflow-y-auto px-4 py-4 md:px-6"
-    >
-      <div className="mx-auto max-w-3xl">
-        {items.length === 0 ? (
-          <EmptyState title={S.chat.emptyStream} />
-        ) : (
-          <MessageItems items={items} ctx={ctx} />
-        )}
+    <div className="relative h-full min-h-0">
+      <div
+        ref={scrollRef}
+        onScroll={onScroll}
+        onWheel={(e) => {
+          follow.wheel(e.deltaY);
+          if (e.deltaY < 0) cancelReturn(); // user takes over: the glide stops within a frame
+          syncJump();
+        }}
+        onTouchStart={(e) => {
+          const t = e.touches[0];
+          if (t) follow.touchStart(t.clientY);
+        }}
+        onTouchMove={(e) => {
+          const t = e.touches[0];
+          if (t) follow.touchMove(t.clientY);
+          if (returningRef.current) cancelReturn(); // touching the list mid-return = taking control
+          syncJump();
+        }}
+        onTouchEnd={() => follow.touchEnd()}
+        className="anim-fade h-full overflow-y-auto px-4 py-4 md:px-6"
+      >
+        <div className="mx-auto max-w-3xl">
+          {items.length === 0 ? (
+            <EmptyState title={S.chat.emptyStream} />
+          ) : (
+            <MessageItems items={items} ctx={ctx} />
+          )}
+        </div>
       </div>
+      {/* Back-to-bottom (shows once the user scrolls away from content below the fold): floats
+          just above the composer; clicking returns to the bottom and re-enters follow, so the
+          view keeps tracking the live stream. */}
+      {showJump && (
+        <button
+          type="button"
+          aria-label={S.chat.jumpToLatest}
+          title={S.chat.jumpToLatest}
+          onClick={jumpToLatest}
+          className="anim-pop absolute bottom-3 left-1/2 z-10 -translate-x-1/2 rounded-full border border-gray-300 bg-white p-1.5 text-gray-500 shadow-sm transition-colors duration-150 hover:bg-gray-50 hover:text-gray-900 dark:border-gray-700 dark:bg-gray-900 dark:text-gray-400 dark:hover:bg-gray-800 dark:hover:text-gray-100"
+        >
+          <svg
+            width="16"
+            height="16"
+            viewBox="0 0 24 24"
+            fill="none"
+            stroke="currentColor"
+            aria-hidden
+          >
+            <path
+              d="M12 5v14M6 13l6 6 6-6"
+              strokeWidth="1.7"
+              strokeLinecap="round"
+              strokeLinejoin="round"
+            />
+          </svg>
+        </button>
+      )}
     </div>
   );
 }
diff --git a/packages/web/src/features/chat/slash-token.ts b/packages/web/src/features/chat/slash-token.ts
new file mode 100644
index 0000000..5ef085b
--- /dev/null
+++ b/packages/web/src/features/chat/slash-token.ts
@@ -0,0 +1,42 @@
+/**
+ * Positional slash-command matching for the chat input (pure logic, unit-tested):
+ * like @ mentions, a `/` opens the command menu from ANY caret position — it must sit at
+ * the start of the text or be preceded by whitespace (so URLs and paths like `a/b` never
+ * trigger it), with only command characters between the `/` and the caret. Running a
+ * command removes just the `start..end` token, leaving the rest of the text intact.
+ */
+
+/** Command characters allowed between `/` and the caret (command names and skill names: letters, digits, underscore, hyphen). */
+const CMD_PREFIX = /^[\w-]*$/;
+
+/** The slash token currently being typed: `start` is the index of `/`, `query` is the text between `/` and the caret (no leading slash), `end` extends over the same token to the right of the caret. */
+export interface SlashMatch {
+  start: number;
+  end: number;
+  query: string;
+}
+
+/** Finds the slash command currently being typed at the caret; returns null if none. */
+export function matchSlash(text: string, caret: number): SlashMatch | null {
+  const before = text.slice(0, caret);
+  const at = before.lastIndexOf("/");
+  if (at < 0) return null;
+  if (at > 0 && !/\s/.test(before[at - 1]!)) return null;
+  const query = before.slice(at + 1);
+  if (!CMD_PREFIX.test(query)) return null;
+  const rest = /^[\w-]*/.exec(text.slice(caret))![0];
+  return { start: at, end: caret + rest.length, query };
+}
+
+/** Removes the matched token from the text (what a slash command's run leaves behind); collapses a doubled space at the seam. */
+export function removeSlashToken(text: string, match: SlashMatch): string {
+  const before = text.slice(0, match.start);
+  const after = text.slice(match.end);
+  // Only the seam is touched: the token used to separate its two neighbours, so dropping it would
+  // leave `a  b` — one of those two spaces goes. The rest of the draft stays byte-for-byte (a
+  // global collapse would silently reflow pasted code, YAML, aligned tables and indentation).
+  const joined =
+    before.endsWith(" ") && after.startsWith(" ") ? before + after.slice(1) : before + after;
+  // The token was the entire content (possibly padded with whitespace): leave a truly empty input.
+  return /^\s*$/.test(joined) ? "" : joined;
+}
diff --git a/packages/web/src/features/chat/stream-follow.ts b/packages/web/src/features/chat/stream-follow.ts
index 4d0b168..38a44d4 100644
--- a/packages/web/src/features/chat/stream-follow.ts
+++ b/packages/web/src/features/chat/stream-follow.ts
@@ -35,6 +35,8 @@ export interface StreamFollow {
   touchEnd(): void;
   /** scroll event (user scrolling and programmatic stick-to-bottom share this path): moving up exits; otherwise nearing the bottom resumes; the first event initializes from position. */
   scrolled(m: ScrollMetrics): void;
+  /** Explicit re-entry (the back-to-bottom button): resumes follow immediately — the caller scrolls to the bottom right after, and the resulting scroll event sees a bottom position, keeping it stuck. */
+  resume(): void;
 }
 
 export function createStreamFollow(): StreamFollow {
@@ -72,5 +74,11 @@ export function createStreamFollow(): StreamFollow {
       }
       if (dist < 80) stick = true;
     },
+    resume() {
+      stick = true;
+      // Forget the last position: the caller jumps to the bottom right after, and that large
+      // downward scroll must not be judged against a stale historical scrollTop.
+      lastTop = null;
+    },
   };
 }
diff --git a/packages/web/src/features/chat/thinking-block.tsx b/packages/web/src/features/chat/thinking-block.tsx
index 63102ac..91c3955 100644
--- a/packages/web/src/features/chat/thinking-block.tsx
+++ b/packages/web/src/features/chat/thinking-block.tsx
@@ -4,8 +4,6 @@
  * style and set of running-state icons (in progress / done / failed) as tool cards.
  */
 import { useState } from "react";
-import ReactMarkdown from "react-markdown";
-import remarkGfm from "remark-gfm";
 import { S } from "../../lib/strings";
 import { humanizeDuration } from "../../lib/format";
 import type { ThinkingItem } from "../../lib/omni/stream-model";
@@ -13,6 +11,7 @@ import { Chevron } from "../../components/ui/chevron";
 import { StatusIcon } from "../../components/ui/status-icon";
 import type { RunState } from "../../components/ui/status-icon";
 import { LiveDuration } from "./live-duration";
+import { Md } from "./md";
 
 export function ThinkingBlock({ item }: { item: ThinkingItem }) {
   const [open, setOpen] = useState(false);
@@ -47,7 +46,7 @@ export function ThinkingBlock({ item }: { item: ThinkingItem }) {
       </button>
       {open && (
         <div className="md-body anim-fade mx-3 mb-2 rounded-md bg-gray-50 px-3 py-2 text-sm leading-relaxed text-gray-600 dark:bg-gray-900/60 dark:text-gray-400">
-          <ReactMarkdown remarkPlugins={[remarkGfm]}>{item.thinking}</ReactMarkdown>
+          <Md text={item.thinking} streaming={item.streaming} />
         </div>
       )}
     </div>
diff --git a/packages/web/src/features/chat/use-session-stream.ts b/packages/web/src/features/chat/use-session-stream.ts
index 2822332..f886952 100644
--- a/packages/web/src/features/chat/use-session-stream.ts
+++ b/packages/web/src/features/chat/use-session-stream.ts
@@ -26,6 +26,9 @@ import type { StreamModel } from "../../lib/omni/stream-model";
 
 export type { PendingApproval } from "../../lib/omni/stream-controller";
 
+/** Minimum spacing between version commits: below one frame at 8fps, invisible as staleness, but ~8× fewer full re-parses of the growing message during a fast large-code stream. */
+const BUMP_MIN_INTERVAL_MS = 120;
+
 export interface SessionStreamState {
   /** View model (updated in place; version bump triggers re-render). */
   model: StreamModel;
@@ -70,13 +73,33 @@ export function useSessionStream(
   const placeholderRef = useRef<StreamModel | null>(null);
   if (placeholderRef.current === null) placeholderRef.current = createStreamModel();
   const rafRef = useRef<number | null>(null);
+  const throttleRef = useRef<number | null>(null);
+  const lastBumpAtRef = useRef(0);
 
-  // Coalesce high-frequency deltas: multiple pushes within one frame trigger only a single re-render.
+  // Coalesce high-frequency deltas: multiple pushes within one frame trigger only a single
+  // re-render, and commits are additionally spaced ≥BUMP_MIN_INTERVAL_MS apart. Every commit
+  // re-renders (and re-parses) the currently streaming message at its full accumulated length,
+  // so per-frame commits during a large streamed reply go O(n²) and freeze the main thread —
+  // the interval caps that at a bounded, invisible staleness. Inside the interval a single
+  // trailing timer is armed (the flush): the final deltas always land even if no further push
+  // ever arrives.
   const bump = useCallback(() => {
-    if (rafRef.current !== null) return;
+    if (rafRef.current !== null || throttleRef.current !== null) return;
+    const commit = () => {
+      lastBumpAtRef.current = Date.now();
+      setVersion((v) => v + 1);
+    };
+    const wait = lastBumpAtRef.current + BUMP_MIN_INTERVAL_MS - Date.now();
+    if (wait > 0) {
+      throttleRef.current = window.setTimeout(() => {
+        throttleRef.current = null;
+        commit();
+      }, wait);
+      return;
+    }
     rafRef.current = requestAnimationFrame(() => {
       rafRef.current = null;
-      setVersion((v) => v + 1);
+      commit();
     });
   }, []);
 
@@ -134,6 +157,10 @@ export function useSessionStream(
         cancelAnimationFrame(rafRef.current);
         rafRef.current = null;
       }
+      if (throttleRef.current !== null) {
+        window.clearTimeout(throttleRef.current);
+        throttleRef.current = null;
+      }
     };
     // initialStatus only serves as the first-frame placeholder; it doesn't rebuild the connection
     // on parent re-renders.
diff --git a/packages/web/src/features/chat/work-group.tsx b/packages/web/src/features/chat/work-group.tsx
index dca4813..a85e229 100644
--- a/packages/web/src/features/chat/work-group.tsx
+++ b/packages/web/src/features/chat/work-group.tsx
@@ -24,6 +24,7 @@ import { Chevron } from "../../components/ui/chevron";
 import { StatusIcon } from "../../components/ui/status-icon";
 import { approvalKey } from "../../lib/omni/stream-model";
 import type { ChatItem } from "../../lib/omni/stream-model";
+import { LiveDuration } from "./live-duration";
 import { MessageItem } from "./message-item";
 import type { StreamRenderContext } from "./message-stream";
 import { summarizeWork } from "./work-summary";
@@ -62,8 +63,11 @@ export function WorkGroup({
   /** Whether this group is the last segment of the message stream (current turn still in progress): decides the default expanded/collapsed state. */
   isLast: boolean;
 }) {
+  // Whether any item is in flight right now — also the only window in which the group's span is
+  // still growing, which the duration display below depends on.
+  const itemsRunning = items.some((it) => itemActive(it, ctx));
   // Last segment + Task running = the model might still call another tool → show Running (even if there's no active item right now).
-  const active = (isLast && ctx.taskRunning) || items.some((it) => itemActive(it, ctx));
+  const active = (isLast && ctx.taskRunning) || itemsRunning;
   const pending = hasPendingApproval(items, ctx);
   const [open, setOpen] = useState(isLast);
   const userToggled = useRef(false);
@@ -79,7 +83,7 @@ export function WorkGroup({
 
   // A pending approval must stay actionable: expand the group body regardless of collapsed state (the approval row lives inside it).
   const shown = open || pending;
-  const { steps, durationMs } = summarizeWork(items);
+  const { steps, durationMs, startMs } = summarizeWork(items);
 
   return (
     <div className="anim-msg my-2 overflow-hidden rounded-md border border-gray-200 bg-white dark:border-gray-800 dark:bg-gray-900">
@@ -106,11 +110,27 @@ export function WorkGroup({
             {S.chat.workGroupSteps(steps)}
           </span>
         )}
-        {durationMs > 0 && (
-          <span className="shrink-0 font-mono text-xs text-gray-400">
-            {humanizeDuration(durationMs)}
-          </span>
-        )}
+        {/* Both states show the same quantity: the summarizeWork span (earliest item start →
+            latest item end). That's the canonical definition here — it's what work-summary.ts
+            documents, and unlike a group-open→now wall clock it is reconstructible from the
+            stored timestamps, so reloading the transcript reproduces the same number. While an
+            item is in flight its end isn't known yet, so the tick extends the span to *now*
+            (whole seconds); with nothing in flight the value freezes at the computed span, with
+            decimals — the same "don't tick through a wait we don't count" idiom as a tool card
+            parked on an approval. Ticking on while the group merely stays Running (the model
+            thinking between steps, or streaming its answer) would climb past the span and then
+            snap backwards the moment the group settles. */}
+        {itemsRunning
+          ? startMs !== undefined && (
+              <span className="shrink-0 font-mono text-xs text-gray-400">
+                <LiveDuration sinceMs={startMs} />
+              </span>
+            )
+          : durationMs > 0 && (
+              <span className="shrink-0 font-mono text-xs text-gray-400">
+                {humanizeDuration(durationMs)}
+              </span>
+            )}
         {pending && !shown && (
           <span className="shrink-0 rounded bg-amber-100 px-1 text-[10px] font-medium text-amber-700 dark:bg-amber-950/50 dark:text-amber-300">
             {S.chat.approvalWaiting}
diff --git a/packages/web/src/features/chat/work-summary.ts b/packages/web/src/features/chat/work-summary.ts
index 89bb5be..5ff1cd6 100644
--- a/packages/web/src/features/chat/work-summary.ts
+++ b/packages/web/src/features/chat/work-summary.ts
@@ -2,38 +2,54 @@
  * Summary for the "Reasoning & Tools" group header (pure logic, unit-testable): step count only
  * counts **tool calls** (thinking doesn't count as a step).
  *
- * Duration is computed as the **union of time intervals**: overlapping time from parallel tool
- * calls is counted only once, presenting the group's wall-clock working time rather than the sum
- * of each item's duration (naive per-item summation would report 15-way parallel work spanning
- * 9 minutes as 99 minutes). Intervals follow the same settlement convention as each item's
- * durationMs (see settleToolDuration in stream-model.ts): thinking is [startedAtMs, +durationMs];
- * a tool's durationMs = argument-generation segment + execution segment (approval wait time is
- * excluded), and the two segments are not adjacent on the timeline, so they must be split back
- * into two intervals using the same formula: [argStartedAtMs, +generation segment] and
- * [approvalAtMs ?? callStartedAtMs, +execution segment] — computing the whole span from the
- * execution start point would shift the generation segment into the execution period, producing
- * false overlap with parallel tools. Gaps between intervals (waiting for the model's next step)
- * are not counted; a segment missing a start point can't be checked for overlap and falls back to
- * plain summation.
+ * Duration is the group's **real wall-clock span**: earliest segment start → latest segment end,
+ * including everything in between — approval waits, gaps while the model decides its next step,
+ * parallel work counted once. The header answers "how long did this group take", not "how much
+ * compute happened inside it" (per-item cards carry the fine-grained settled durations).
+ * Segment endpoints follow the same settlement convention as each item's durationMs (see
+ * settleToolDuration in stream-model.ts): thinking is [startedAtMs, +durationMs]; a tool's
+ * durationMs = argument-generation segment + execution segment (the approval wait between them
+ * is excluded from the item's own duration, but lands inside the group span), so the endpoints
+ * are [argStartedAtMs, +generation segment] and [approvalAtMs ?? callStartedAtMs, +execution
+ * segment]. Segments missing a start point can't be placed on the timeline and fall back to
+ * plain summation on top of the span. `startMs` is the earliest placed start — the anchor the
+ * group header ticks from while an item is still in flight (once nothing is running the header
+ * freezes at the computed span, so the displayed number never jumps backwards).
  */
 import type { ChatItem } from "../../lib/omni/stream-model";
 
-export function summarizeWork(items: ChatItem[]): { steps: number; durationMs: number } {
+export function summarizeWork(items: ChatItem[]): {
+  steps: number;
+  durationMs: number;
+  startMs?: number;
+} {
   let steps = 0;
-  let durationMs = 0;
-  const intervals: [number, number][] = [];
+  let fallbackMs = 0;
+  let minStart: number | undefined;
+  let maxEnd: number | undefined;
+  /** Group open = the earliest start stamp of ANY item, settled or not — a still-streaming first item must already anchor the live tick. */
+  const seen = (startMs: number | undefined) => {
+    if (startMs !== undefined && (minStart === undefined || startMs < minStart)) minStart = startMs;
+  };
   const add = (startMs: number | undefined, spanMs: number) => {
     if (spanMs <= 0) return;
-    if (startMs === undefined) durationMs += spanMs;
-    else intervals.push([startMs, startMs + spanMs]);
+    if (startMs === undefined) {
+      fallbackMs += spanMs;
+      return;
+    }
+    seen(startMs);
+    const end = startMs + spanMs;
+    if (maxEnd === undefined || end > maxEnd) maxEnd = end;
   };
   for (const it of items) {
     if (it.kind === "thinking") {
+      seen(it.startedAtMs);
       if (it.durationMs !== undefined) add(it.startedAtMs, it.durationMs);
       continue;
     }
     if (it.kind !== "tool_call") continue;
     steps += 1;
+    seen(it.argStartedAtMs ?? it.callStartedAtMs ?? it.approvalAtMs);
     if (it.durationMs === undefined) continue;
     const genMs =
       it.argStartedAtMs !== undefined && it.callStartedAtMs !== undefined
@@ -42,18 +58,10 @@ export function summarizeWork(items: ChatItem[]): { steps: number; durationMs: n
     add(it.argStartedAtMs, genMs);
     add(it.approvalAtMs ?? it.callStartedAtMs, it.durationMs - genMs);
   }
-  intervals.sort((a, b) => a[0] - b[0]);
-  let curStart: number | null = null;
-  let curEnd = 0;
-  for (const [start, end] of intervals) {
-    if (curStart === null || start > curEnd) {
-      if (curStart !== null) durationMs += curEnd - curStart;
-      curStart = start;
-      curEnd = end;
-    } else if (end > curEnd) {
-      curEnd = end;
-    }
-  }
-  if (curStart !== null) durationMs += curEnd - curStart;
-  return { steps, durationMs };
+  const spanMs = minStart !== undefined && maxEnd !== undefined ? maxEnd - minStart : 0;
+  return {
+    steps,
+    durationMs: spanMs + fallbackMs,
+    ...(minStart !== undefined ? { startMs: minStart } : {}),
+  };
 }
diff --git a/packages/web/src/features/chat/workspace-browser.tsx b/packages/web/src/features/chat/workspace-browser.tsx
index 7827b73..22ed988 100644
--- a/packages/web/src/features/chat/workspace-browser.tsx
+++ b/packages/web/src/features/chat/workspace-browser.tsx
@@ -401,10 +401,21 @@ export function WorkspaceBrowser({
               ))}
             </div>
           )}
+          {/* Ghost style, matching the toolbar's upload label (text-xs, transparent until hover) — the bordered secondary look stood out from every neighbor. */}
+          {/\.html?$/i.test(preview.name) && (
+            <a
+              href={api.workspaceFilePreviewUrl(session.sessionId, preview.path)}
+              target="_blank"
+              rel="noopener noreferrer"
+              className="inline-flex shrink-0 items-center rounded-md border border-transparent bg-transparent px-2.5 py-1 text-xs font-medium text-gray-600 transition-colors duration-150 hover:bg-gray-100 hover:text-gray-900 dark:text-gray-300 dark:hover:bg-gray-800 dark:hover:text-gray-100"
+            >
+              {S.files.openInNewTab}
+            </a>
+          )}
           <a
             href={api.workspaceFileUrl(session.sessionId, preview.path, true)}
             download={preview.name}
-            className="inline-flex shrink-0 items-center rounded-md border border-gray-300 bg-white px-2.5 py-1 text-sm font-medium transition-colors duration-150 hover:bg-gray-50 dark:border-gray-700 dark:bg-gray-900 dark:hover:bg-gray-800"
+            className="inline-flex shrink-0 items-center rounded-md border border-transparent bg-transparent px-2.5 py-1 text-xs font-medium text-gray-600 transition-colors duration-150 hover:bg-gray-100 hover:text-gray-900 dark:text-gray-300 dark:hover:bg-gray-800 dark:hover:text-gray-100"
           >
             {S.files.download}
           </a>
diff --git a/packages/web/src/features/models/catalog-sync.ts b/packages/web/src/features/models/catalog-sync.ts
new file mode 100644
index 0000000..7de6f6e
--- /dev/null
+++ b/packages/web/src/features/models/catalog-sync.ts
@@ -0,0 +1,74 @@
+/**
+ * One-click sync of the Project model table with the built-in catalog ("sync presets" next
+ * to the search box): union semantics — catalog entries not configured locally are added;
+ * entries present on both sides are reset to the catalog's fields (context window, pricing,
+ * protocol, base URL, vision — the catalog wins wherever the two differ, including removing
+ * pricing the catalog doesn't carry); locally added models (including user-defined groups)
+ * are kept untouched. Credentials are never touched: merged rows carry no apiKey input (the
+ * PUT keeps the stored key) and existing rows keep their credential display state.
+ */
+import { presetModelEntries } from "@prismshadow/penguin-core/model-catalog";
+import type { RowState } from "./models-page";
+
+type PresetEntry = ReturnType<typeof presetModelEntries>[number];
+
+/** The catalog-owned fields of a row, in RowState's string-typed form (mirrors toRow). */
+function presetFields(p: PresetEntry) {
+  return {
+    vision: p.vision !== false,
+    contextWindow: p.context_window !== undefined ? String(p.context_window) : "",
+    clientType: p.client_type ?? "",
+    cacheRead: p.pricing ? String(p.pricing.cache_read) : "",
+    cacheWrite: p.pricing ? String(p.pricing.cache_write) : "",
+    output: p.pricing ? String(p.pricing.output) : "",
+    baseUrl: p.base_url ?? "",
+  };
+}
+
+/** A brand-new row for a catalog entry not configured locally (original: null -> added on PUT). */
+function presetToRow(p: PresetEntry): RowState {
+  return {
+    provider: p.provider,
+    modelId: p.model_id,
+    original: null,
+    ...presetFields(p),
+    originalBaseUrl: "",
+    apiKeyInput: "",
+    clearApiKey: false,
+  };
+}
+
+/**
+ * Merges the current rows with the built-in catalog. Existing rows keep their identity,
+ * credential state, and list position (fields are updated in place); catalog-only entries
+ * are appended in catalog order. Returns the merged rows plus added/updated counts for the
+ * success toast (updated counts only rows whose catalog-owned fields actually changed).
+ */
+export function syncRowsWithCatalog(
+  rows: RowState[],
+  preset: PresetEntry[] = presetModelEntries(),
+): { rows: RowState[]; added: number; updated: number } {
+  const key = (provider: string, modelId: string) => `${provider}\0${modelId}`;
+  const index = new Map(rows.map((r, i) => [key(r.provider, r.modelId), i]));
+  const next = [...rows];
+  let added = 0;
+  let updated = 0;
+  for (const p of preset) {
+    const i = index.get(key(p.provider, p.model_id));
+    if (i === undefined) {
+      next.push(presetToRow(p));
+      added += 1;
+      continue;
+    }
+    const row = next[i]!;
+    const fields = presetFields(p);
+    const changed = (Object.keys(fields) as (keyof typeof fields)[]).some(
+      (k) => row[k] !== fields[k],
+    );
+    if (changed) {
+      next[i] = { ...row, ...fields };
+      updated += 1;
+    }
+  }
+  return { rows: next, added, updated };
+}
diff --git a/packages/web/src/features/models/model-grouping.ts b/packages/web/src/features/models/model-grouping.ts
index ae09fa8..344b5fe 100644
--- a/packages/web/src/features/models/model-grouping.ts
+++ b/packages/web/src/features/models/model-grouping.ts
@@ -88,3 +88,13 @@ export function groupModelRows<T extends ModelRowLike>(
     (g) => g.rows.length > 0 || (!searching && g.provider.id === "custom"),
   );
 }
+
+/**
+ * Flattens the library grouping into one ordered list (the chat model dropdown uses this):
+ * rows ordered exactly as the model page shows them — built-in provider groups in
+ * MODEL_PROVIDERS order, then user-defined groups, custom last; in-group row order
+ * preserved.
+ */
+export function orderModelsLikeLibrary<T extends ModelRowLike>(rows: T[]): T[] {
+  return groupModelRows(rows, "").flatMap((g) => g.rows);
+}
diff --git a/packages/web/src/features/models/models-page.tsx b/packages/web/src/features/models/models-page.tsx
index 010b7ec..a3aeb37 100644
--- a/packages/web/src/features/models/models-page.tsx
+++ b/packages/web/src/features/models/models-page.tsx
@@ -18,12 +18,13 @@
  * the protocol follows group semantics: a first-party vendor group doesn't persist
  * client_type (AgentHub auto-routes by upstream id, with env fallback resolved live from the
  * id), while custom / user-defined groups / gateways use a fixed OpenAI protocol, and
- * gateways (OpenRouter / SiliconFlow) additionally pre-fill their endpoint base URL; the
- * "get model id / API key" external links sit next to the corresponding input's label
- * (shown in both add and edit dialogs). The group list ends with an "add group" action
- * (user-defined groups share custom's semantics; the group appears once the first model
- * saves successfully — groups are carried by the model entry's provider field, not
- * persisted separately).
+ * gateways (OpenRouter / SiliconFlow / Qwen Token Plan) additionally pre-fill their endpoint
+ * base URL; the "get model id / API key" external links sit next to the corresponding
+ * input's label (shown in both add and edit dialogs). The group list ends with an "add
+ * group" action (user-defined groups share custom's semantics; the group appears once the
+ * first model saves successfully — groups are carried by the model entry's provider field,
+ * not persisted separately). The header also holds an owner-only "sync presets" action next
+ * to the search box (union-merge with the built-in catalog, see catalog-sync.ts).
  *
  * Saving does a PUT full-table replace (models not present are deleted; an empty apiKey
  * means keep the existing value); only the owner can edit.
@@ -42,15 +43,18 @@ import { ApiError } from "../../api/client";
 import { S } from "../../lib/strings";
 import { useDocumentTitle } from "../../lib/use-document-title";
 import { useProject } from "../../state/project";
+import { useAuth } from "../../state/auth";
 import { USD_TO_CNY, useTheme } from "../../state/theme";
 import type { Currency } from "../../state/theme";
 import { Button } from "../../components/ui/button";
 import { Input } from "../../components/ui/input";
+import { PasswordInput } from "../../components/ui/password-input";
 import { Modal } from "../../components/ui/modal";
 import { Select } from "../../components/ui/select";
 import { toastError, toastSuccess } from "../../components/ui/toast";
 import { Badge } from "../../components/ui/badge";
 import { Chevron } from "../../components/ui/chevron";
+import { GlyphIcon } from "../../components/ui/glyph-icon";
 import { ProviderLogo } from "../../components/ui/provider-logo";
 import { SkeletonList } from "../../components/ui/skeleton";
 import { EmptyState } from "../../components/ui/empty-state";
@@ -58,11 +62,16 @@ import { formatDateTime, humanizeTokens } from "../../lib/format";
 import {
   MODEL_PROVIDERS,
   catalogEntryFor,
+  modelHomepageUrl,
   providerInfo,
   resolveModelEnv,
 } from "@prismshadow/penguin-core/model-catalog";
 import type { ModelProviderInfo } from "@prismshadow/penguin-core/model-catalog";
 import { groupModelRows, sameModelRef, userProviderInfo } from "./model-grouping";
+import { draftKey, loadDraft, saveDraft } from "../chat/draft-cache";
+import { syncRowsWithCatalog } from "./catalog-sync";
+import { tpsTone, ttftTone } from "./speed-test";
+import type { SpeedResult, SpeedTone } from "./speed-test";
 
 /** Display currency follows the user setting (pricing is always stored in USD/million tokens; conversion happens only for display and input). */
 const CURRENCY_SYMBOL: Record<Currency, string> = { USD: "$", CNY: "¥" };
@@ -104,6 +113,26 @@ function inputToUsd(inputStr: string, currency: Currency): string {
   return currency === "CNY" ? trimNum(n / USD_TO_CNY) : trimNum(n);
 }
 
+/** Group-header action glyphs (24x24 line paths): add, bulk key, gauge for speed test. */
+const PLUS_ICON = "M12 5v14M5 12h14";
+const KEY_ICON =
+  "M21 2l-2 2m-7.61 7.61a5.5 5.5 0 1 1-7.778 7.778 5.5 5.5 0 0 1 7.777-7.777zm0 0L15.5 7.5m0 0l3 3L22 7l-3-3m-3.5 3.5L19 4";
+
+/** Speed-test glyphs (24x24 line paths): gauge for the group action, clock = TTFT, zap = TPS. */
+const GAUGE_ICON = "M12 14l3.5-3.5M20.49 17A10 10 0 1 0 3.5 17";
+const CLOCK_ICON = "M12 22a10 10 0 1 0 0-20 10 10 0 0 0 0 20ZM12 7v5l3.5 2";
+const ZAP_ICON = "M13 2 3 14h9l-1 8 10-12h-9l1-8Z";
+
+/** Metric tone -> text color classes for the card speed badges. */
+const TONE_CLASS: Record<SpeedTone, string> = {
+  green: "text-green-600 dark:text-green-400",
+  yellow: "text-amber-600 dark:text-amber-400",
+  red: "text-red-600 dark:text-red-400",
+};
+
+/** In-page key for one model's speed result. */
+const speedKey = (provider: string, modelId: string) => `${provider}\u0000${modelId}`;
+
 /** Default context window (tokens) for custom models when left unset. */
 const CUSTOM_CONTEXT_DEFAULT = 128000;
 
@@ -299,6 +328,13 @@ export function ModelsPage() {
   const { currentProject } = useProject();
   const projectId = currentProject?.projectId ?? null;
   const isOwner = currentProject?.role === "owner";
+  const userId = useAuth().user?.userId ?? null;
+  /** Per-model speed results (in-memory, reset on every project switch; "pending" while that model's turn is running). */
+  const [speedResults, setSpeedResults] = useState<Map<string, SpeedResult | "pending">>(new Map());
+  /** Group whose speed-test confirmation dialog is open (provider id). */
+  const [speedFor, setSpeedFor] = useState<string | null>(null);
+  /** Group currently being speed-tested (provider id); tests run strictly one model at a time. */
+  const [speedRunning, setSpeedRunning] = useState<string | null>(null);
 
   const [rows, setRows] = useState<RowState[] | null>(null);
   const [defaultModel, setDefaultModel] = useState<ModelRefDto | undefined>(undefined);
@@ -327,6 +363,10 @@ export function ModelsPage() {
     if (!projectId) return;
     setRows(null);
     setLoadError(null);
+    // Speed results are keyed by (provider, model_id) only, so another Project's identically
+    // named model would inherit a timing measured against a different endpoint and key —
+    // drop them along with the rows they annotate whenever the active Project changes.
+    setSpeedResults(new Map());
     try {
       const res = await api.getModels(projectId);
       setRows(res.models.map(toRow));
@@ -368,6 +408,13 @@ export function ModelsPage() {
       setRows(res.models.map(toRow));
       setDefaultModel(res.defaultModel);
       setVisionModel(res.visionModel);
+      // Default model changed: drop the stored draft's model selection so the draft chat
+      // follows the new default (a stored pick would otherwise pin the old model forever).
+      if (userId && res.defaultModel && !sameModelRef(res.defaultModel, defaultModel)) {
+        const key = draftKey(userId, projectId);
+        const draft = loadDraft(key);
+        if (draft.modelRef) saveDraft(key, { ...draft, modelRef: undefined });
+      }
       toastSuccess(successText ?? S.common.saved);
       return true;
     } catch (e) {
@@ -383,6 +430,60 @@ export function ModelsPage() {
 
   const groups = useMemo(() => (rows ? groupModelRows(rows, query) : []), [rows, query]);
 
+  /**
+   * "Sync presets": merge the built-in catalog into the current table (union; the catalog
+   * wins on differing preset entries, local additions and API keys stay untouched — see
+   * catalog-sync.ts). No-op with a toast when everything is already up to date.
+   */
+  const syncPresets = async () => {
+    if (!rows) return;
+    const merged = syncRowsWithCatalog(rows);
+    if (merged.added === 0 && merged.updated === 0) {
+      toastSuccess(S.models.syncUpToDate);
+      return;
+    }
+    await persist(
+      merged.rows,
+      defaultModel,
+      visionModel,
+      S.models.syncDone(merged.added, merged.updated),
+    );
+  };
+
+  /**
+   * Group speed test: one real request per model, strictly sequential (concurrent probes
+   * trip provider rate limits), each result written to the card as it lands. The
+   * confirmation dialog (speedFor) has already warned about quota by the time this runs.
+   */
+  const runSpeedTest = async (providerId: string) => {
+    if (!projectId || !rows) return;
+    const targets = rows.filter((r) => r.provider === providerId);
+    setSpeedRunning(providerId);
+    try {
+      for (const row of targets) {
+        const key = speedKey(row.provider, row.modelId);
+        setSpeedResults((prev) => new Map(prev).set(key, "pending"));
+        try {
+          const res = await api.testModel(projectId, {
+            provider: row.provider,
+            modelId: row.modelId,
+            speed: true,
+          });
+          setSpeedResults((prev) => new Map(prev).set(key, res));
+        } catch (e) {
+          setSpeedResults((prev) =>
+            new Map(prev).set(key, {
+              ok: false,
+              message: e instanceof ApiError ? e.message : S.common.unknownError,
+            }),
+          );
+        }
+      }
+    } finally {
+      setSpeedRunning(null);
+    }
+  };
+
   /**
    * "Add group" confirm: a valid name that doesn't conflict with a built-in group or an
    * existing provider proceeds directly to that group's add-model dialog — groups are
@@ -426,9 +527,9 @@ export function ModelsPage() {
               <p className="text-xs text-gray-500 dark:text-gray-400">{S.models.readOnlyHint}</p>
             )}
           </div>
-          {/* The header only holds search (add-model entry points live in each group header);
-              on narrow screens (flex-wrap wraps it to its own line) the search box shrinks
-              flexibly, fixed width at >=sm. */}
+          {/* The header holds search plus the owner-only "sync presets" action (add-model
+              entry points live in each group header); on narrow screens (flex-wrap wraps it
+              to its own line) the search box shrinks flexibly, fixed width at >=sm. */}
           <div className="flex min-w-0 max-w-full grow items-center gap-2 sm:grow-0">
             <div className="min-w-0 flex-1 sm:w-56 sm:flex-none">
               <Input
@@ -438,6 +539,16 @@ export function ModelsPage() {
                 placeholder={S.models.searchPlaceholder}
               />
             </div>
+            {isOwner && (
+              <Button
+                size="sm"
+                onClick={() => void syncPresets()}
+                disabled={busy || rows === null}
+                title={S.models.syncCatalogHint}
+              >
+                {S.models.syncCatalog}
+              </Button>
+            )}
           </div>
         </div>
 
@@ -498,6 +609,7 @@ export function ModelsPage() {
                           disabled={busy}
                           onClick={() => setAddingTo(group.provider.id)}
                         >
+                          <GlyphIcon d={PLUS_ICON} size={13} />
                           {S.models.addToGroup}
                         </Button>
                       </span>
@@ -514,10 +626,34 @@ export function ModelsPage() {
                           disabled={busy}
                           onClick={() => setGroupKeyFor(group.provider.id)}
                         >
+                          <GlyphIcon d={KEY_ICON} size={13} />
                           {S.models.groupApiKey}
                         </Button>
                       </span>
                     )}
+                    {isOwner && (
+                      <Button
+                        size="sm"
+                        variant="ghost"
+                        className="shrink-0"
+                        disabled={busy || speedRunning !== null}
+                        aria-label={`${S.models.speedTest} ${group.provider.label}`}
+                        title={
+                          speedRunning === group.provider.id
+                            ? S.models.speedPending
+                            : S.models.speedTest
+                        }
+                        onClick={() => setSpeedFor(group.provider.id)}
+                      >
+                        <GlyphIcon d={GAUGE_ICON} size={13} />
+                        {/* Phone width: icon only (the header can't fit three labeled actions at 390px). */}
+                        <span className="hidden sm:inline">
+                          {speedRunning === group.provider.id
+                            ? S.models.speedPending
+                            : S.models.speedTest}
+                        </span>
+                      </Button>
+                    )}
                     {group.provider.apiKeyUrl && (
                       // Not enough room on phone width for all group-level actions: collapse
                       // it the same way as "bulk configure key", keeping the add entry and
@@ -568,6 +704,7 @@ export function ModelsPage() {
                               currency={currency}
                               isDefault={sameModelRef(rowRef(row), defaultModel)}
                               isVisionModel={sameModelRef(rowRef(row), visionModel)}
+                              speed={speedResults.get(speedKey(row.provider, row.modelId))}
                               onOpen={() => setEditing(rowRef(row))}
                             />
                           ))
@@ -627,6 +764,26 @@ export function ModelsPage() {
         />
       )}
 
+      {speedFor !== null && (
+        <Modal open title={S.models.speedTestTitle} onClose={() => setSpeedFor(null)}>
+          <p className="text-sm text-gray-600 dark:text-gray-300">
+            {S.models.speedTestConfirm(rows?.filter((r) => r.provider === speedFor).length ?? 0)}
+          </p>
+          <div className="mt-4 flex justify-end gap-2">
+            <Button onClick={() => setSpeedFor(null)}>{S.common.cancel}</Button>
+            <Button
+              variant="primary"
+              onClick={() => {
+                const id = speedFor;
+                setSpeedFor(null);
+                if (id) void runSpeedTest(id);
+              }}
+            >
+              {S.models.speedTestStart}
+            </Button>
+          </div>
+        </Modal>
+      )}
       {addGroupOpen && (
         <Modal
           open
@@ -718,18 +875,25 @@ export function ModelsPage() {
 // Model card
 // ---------------------------------------------------------------------------
 
-/** Card: display name + upstream id + status badges; context / pricing / key status folded into one line of small text. The whole card is clickable. */
+/**
+ * Card: display name + upstream id + status badges; context / pricing / key status folded
+ * into one line of small text; group speed-test results (TTFT / TPS, tone-colored) ride the
+ * title row's right edge. The whole card is clickable (the model homepage link lives in the
+ * config dialog).
+ */
 function ModelCard({
   row,
   currency,
   isDefault,
   isVisionModel,
+  speed,
   onOpen,
 }: {
   row: RowState;
   currency: Currency;
   isDefault: boolean;
   isVisionModel: boolean;
+  speed?: SpeedResult | "pending";
   onOpen: () => void;
 }) {
   const priced = row.cacheRead || row.cacheWrite || row.output;
@@ -747,6 +911,40 @@ function ModelCard({
         : S.models.noKey,
   ].filter((v): v is string => v !== null);
 
+  const speedBadges =
+    speed === "pending" ? (
+      <span className="shrink-0 text-[11px] text-gray-400">{S.models.speedPending}</span>
+    ) : speed ? (
+      speed.ok ? (
+        <span className="flex shrink-0 items-center gap-1.5 text-[11px] font-medium">
+          {speed.ttftMs !== undefined && (
+            <span
+              className={`flex items-center gap-0.5 ${TONE_CLASS[ttftTone(speed.ttftMs)]}`}
+              title={S.models.ttftTitle}
+            >
+              <GlyphIcon d={CLOCK_ICON} size={11} />
+              {Math.round(speed.ttftMs)}ms
+            </span>
+          )}
+          {speed.tps !== undefined && (
+            <span
+              className={`flex items-center gap-0.5 ${TONE_CLASS[tpsTone(speed.tps)]}`}
+              title={S.models.tpsTitle}
+            >
+              <GlyphIcon d={ZAP_ICON} size={11} />
+              {speed.tps} tok/s
+            </span>
+          )}
+        </span>
+      ) : (
+        <span
+          className="shrink-0 text-[11px] font-medium text-red-600 dark:text-red-400"
+          title={speed.message}
+        >
+          {S.models.speedFailed}
+        </span>
+      )
+    ) : null;
   return (
     <button
       type="button"
@@ -767,8 +965,13 @@ function ModelCard({
           {row.modelId}
         </span>
       )}
-      <span className="truncate text-[11px] text-gray-400 dark:text-gray-500">
-        {meta.join(" · ")}
+      {/* Meta line: the truncating text takes the flexible space; speed badges keep their own
+          non-shrinking slot on the right so the numbers never wrap or get pushed out. */}
+      <span className="flex w-full items-center gap-1.5">
+        <span className="min-w-0 flex-1 truncate text-[11px] text-gray-400 dark:text-gray-500">
+          {meta.join(" · ")}
+        </span>
+        {speedBadges}
       </span>
     </button>
   );
@@ -1020,16 +1223,29 @@ function ModelDialog({
           <span className="text-xs font-semibold text-gray-600 dark:text-gray-400">
             {S.models.modelId}
           </span>
-          {dialogProvider?.modelsUrl && (
-            <a
-              href={dialogProvider.modelsUrl}
-              target="_blank"
-              rel="noreferrer noopener"
-              className="shrink-0 text-xs text-brand-600 underline-offset-2 hover:underline dark:text-brand-300"
-            >
-              {S.models.getModelIds} ↗
-            </a>
-          )}
+          <span className="flex shrink-0 items-baseline gap-2.5">
+            {/* Model homepage (the model's own page; gateway groups have per-model URLs) — only for existing rows, whose identity is settled. */}
+            {row && modelHomepageUrl(row.provider, row.modelId) && (
+              <a
+                href={modelHomepageUrl(row.provider, row.modelId)}
+                target="_blank"
+                rel="noreferrer noopener"
+                className="shrink-0 text-xs text-brand-600 underline-offset-2 hover:underline dark:text-brand-300"
+              >
+                {S.models.homepage} ↗
+              </a>
+            )}
+            {dialogProvider?.modelsUrl && (
+              <a
+                href={dialogProvider.modelsUrl}
+                target="_blank"
+                rel="noreferrer noopener"
+                className="shrink-0 text-xs text-brand-600 underline-offset-2 hover:underline dark:text-brand-300"
+              >
+                {S.models.getModelIds} ↗
+              </a>
+            )}
+          </span>
         </span>
         <Input
           size="sm"
@@ -1210,8 +1426,10 @@ function ModelDialog({
           </div>
         )}
 
-        {/* 1) API key — the most commonly used, placed first in the field section; "get API key" link next to the label. */}
-        <label className="block">
+        {/* 1) API key — the most commonly used, placed first in the field section; "get API key"
+            link next to the label. PasswordInput carries its own show/hide toggle and brings its
+            own <label> wrapper, so this outer container is a <div> (a nested <label> is invalid). */}
+        <div className="block">
           <span className="mb-1 flex items-baseline justify-between gap-2">
             <span className="text-xs font-semibold text-gray-600 dark:text-gray-400">
               {S.models.apiKey}
@@ -1227,9 +1445,8 @@ function ModelDialog({
               </a>
             )}
           </span>
-          <Input
+          <PasswordInput
             size="sm"
-            type="password"
             value={form.apiKeyInput}
             disabled={!canEdit}
             onChange={(e) => set({ apiKeyInput: e.target.value, clearApiKey: false })}
@@ -1238,7 +1455,7 @@ function ModelDialog({
             autoFocus={!isNew}
             placeholder={apiKeyHint}
           />
-        </label>
+        </div>
         {envNote && <p className="text-xs text-gray-400 dark:text-gray-500">{envNote}</p>}
         {form.credential?.apiKeyMasked && !form.apiKeyInput && (
           <div className="flex flex-wrap items-center gap-x-3 gap-y-1 text-xs text-gray-500 dark:text-gray-400">
diff --git a/packages/web/src/features/models/speed-test.ts b/packages/web/src/features/models/speed-test.ts
new file mode 100644
index 0000000..fa8bde4
--- /dev/null
+++ b/packages/web/src/features/models/speed-test.ts
@@ -0,0 +1,25 @@
+/**
+ * Group speed test support: the per-model result shape and the color thresholds for the
+ * card badges. Tones grade each metric independently — green is good, yellow middling,
+ * red poor; thresholds are deliberately coarse (a card badge, not a benchmark).
+ */
+export interface SpeedResult {
+  ok: boolean;
+  /** Time to first streamed content, ms. */
+  ttftMs?: number;
+  /** Output tokens per second over the streaming window. */
+  tps?: number;
+  message?: string;
+}
+
+export type SpeedTone = "green" | "yellow" | "red";
+
+/** TTFT quality: under 1s green, up to 3s yellow, beyond red. */
+export function ttftTone(ms: number): SpeedTone {
+  return ms < 1000 ? "green" : ms <= 3000 ? "yellow" : "red";
+}
+
+/** TPS quality: 40+ tok/s green, 15+ yellow, below red. */
+export function tpsTone(tps: number): SpeedTone {
+  return tps >= 40 ? "green" : tps >= 15 ? "yellow" : "red";
+}
diff --git a/packages/web/src/features/skills/skill-icon-view.tsx b/packages/web/src/features/skills/skill-icon-view.tsx
index 4324175..01f3cd0 100644
--- a/packages/web/src/features/skills/skill-icon-view.tsx
+++ b/packages/web/src/features/skills/skill-icon-view.tsx
@@ -8,6 +8,40 @@ import { GlyphIcon } from "../../components/ui/glyph-icon";
 import { BOOK_ICON } from "../chat/skill-use";
 import { sanitizeSkillIcon } from "./skill-icon";
 
+/**
+ * Per-skill icon colors (soft tinted tile + colored line-art stroke, light/dark pairs).
+ * Icons are stroke=currentColor line art, so the text color paints them; a curated palette
+ * replaces the old theme-accent tile, which rendered every skill in one monochrome block.
+ * Deterministic: name-hash into the palette (user-created skills get a stable color too),
+ * with a few semantic overrides for built-ins where a hue plainly fits.
+ */
+const SKILL_TILE_COLORS = [
+  "bg-sky-50 text-sky-600 dark:bg-sky-950/60 dark:text-sky-400",
+  "bg-emerald-50 text-emerald-600 dark:bg-emerald-950/60 dark:text-emerald-400",
+  "bg-violet-50 text-violet-600 dark:bg-violet-950/60 dark:text-violet-400",
+  "bg-amber-50 text-amber-600 dark:bg-amber-950/60 dark:text-amber-400",
+  "bg-rose-50 text-rose-600 dark:bg-rose-950/60 dark:text-rose-400",
+  "bg-cyan-50 text-cyan-600 dark:bg-cyan-950/60 dark:text-cyan-400",
+  "bg-indigo-50 text-indigo-600 dark:bg-indigo-950/60 dark:text-indigo-400",
+  "bg-teal-50 text-teal-600 dark:bg-teal-950/60 dark:text-teal-400",
+] as const;
+
+/** Semantic hue overrides (palette indices) — e.g. the firecrawl flame is amber, not whatever the hash lands on. */
+const SKILL_COLOR_OVERRIDES: Record<string, number> = {
+  firecrawl: 3,
+  "data-analysis": 1,
+  "web-design": 2,
+  "penguin-sdk": 0,
+};
+
+export function skillTileColor(name: string): string {
+  const override = SKILL_COLOR_OVERRIDES[name];
+  if (override !== undefined) return SKILL_TILE_COLORS[override]!;
+  let h = 0;
+  for (let i = 0; i < name.length; i++) h = (h * 31 + name.charCodeAt(i)) >>> 0;
+  return SKILL_TILE_COLORS[h % SKILL_TILE_COLORS.length]!;
+}
+
 export function SkillIcon({
   icon,
   size = 20,
diff --git a/packages/web/src/features/skills/skills-page.tsx b/packages/web/src/features/skills/skills-page.tsx
index 86d4daf..9e048b5 100644
--- a/packages/web/src/features/skills/skills-page.tsx
+++ b/packages/web/src/features/skills/skills-page.tsx
@@ -1,18 +1,26 @@
 /**
  * Skill library page: the @prismshadow/penguin-skills
- * Skill library, shown sectioned by skill group. Group styling matches the model
- * config page — the group header (group name + skill count, no icon) is
- * collapsible, highlights on hover, and animates height on expand/collapse;
- * expanded by default. Cards within a group form a grid (up to three per row on
- * wide screens, generously sized). Each card = an enlarged skill icon spanning
- * two rows (rounded border + light background; DTO icon = the raw icon.svg from
- * the catalog, rendered inline once it passes sanitize, otherwise falls back to
- * a default book icon) + a name (monospace) and short description on the right,
- * one line each (single-line truncation, falling back to the full description
- * when missing) + a metadata line (version · semantic update time · usage count
- * "used by N Agents"); group and card copy follow the UI language (localizedText /
- * localizedShortText), and groups have no description. Two **icon buttons** for
+ * Skill library, shown sectioned by skill group. Groups are borderless — the
+ * group header (group name + skill count, no icon) is collapsible, highlights
+ * on hover, and animates height on expand/collapse; expanded by default. Cards
+ * within a group form a grid, generously sized: two per row from the sm
+ * breakpoint up, one per row on narrow screens. Each card = a rounded icon
+ * tile centered against the two text rows (its color comes from
+ * skillTileColor — a per-skill palette hashed from the name, which replaced
+ * the theme-accent tile that painted every skill the same; DTO icon = the raw
+ * icon.svg from the catalog, rendered inline once it passes sanitize,
+ * otherwise falls back to a default book icon) + a name (monospace) and short
+ * description on the right, one line each (single-line truncation, falling
+ * back to the full description when missing) + a metadata line below both
+ * (version · semantic update time · usage count "used by N Agents");
+ * group and card copy follow the UI language (localizedText /
+ * localizedShortText), and groups have no description. Icon buttons for
  * actions (copy goes into aria-label and title) —
+ * - Rotate "update installs" (shown only when some Agent's installed copy has
+ *   a lower version than the library): one click reinstalls the current
+ *   library copy on every outdated Agent (install-again-is-update semantics),
+ *   with a single success toast; the manage-installs Modal marks outdated
+ *   rows with an accent "更新"/"Update" button doing the same per Agent;
  * - Paper plane "quick invoke": enters /chat/new draft mode with default_agent,
  *   pre-selects the skill, and pre-fills the invocation text per UI language
  *   (zh "使用 X 技能" / en "use the X skill", overwriting any existing draft body);
@@ -44,15 +52,35 @@ import { toastError, toastSuccess } from "../../components/ui/toast";
 import { DRAFT_SESSION_ID } from "../chat/chat-page";
 import { draftKey, loadDraft, saveDraft } from "../chat/draft-cache";
 import { localizedShortText, localizedText } from "../chat/skill-use";
-import { SkillIcon } from "./skill-icon-view";
+import { SkillIcon, skillTileColor } from "./skill-icon-view";
 
-/** agentId → set of installed skill names (in-page install-state snapshot, rewritten in place by optimistic updates). */
-type InstalledMap = ReadonlyMap<string, ReadonlySet<string>>;
+/** agentId → (installed skill name → installed copy's version); in-page install-state snapshot, rewritten in place by optimistic updates. */
+export type InstalledMap = ReadonlyMap<string, ReadonlyMap<string, number>>;
 
 /** "Quick invoke" button icon (paper plane, 24×24 line path; button shows only the icon, copy goes into aria/title). */
 const SEND_ICON = "M22 2 11 13M22 2 15 22 11 13 2 9 22 2";
 /** "Manage installs" button icon (download into tray, 24×24 line path). */
 const INSTALL_ICON = "M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4M7 10l5 5 5-5M12 15V3";
+/** "Update installs" button icon (rotate-cw, 24×24 line path). */
+const UPDATE_ICON = "M23 4v6h-6M20.49 15a9 9 0 1 1-2.12-9.36L23 10";
+
+/**
+ * Agents whose installed copy of `name` is older than the library's version (the update
+ * reminder's data source): not-installed Agents never count, and a locally *newer* copy
+ * (e.g. a hand-edited install) doesn't either — reminders fire only on a strictly lower
+ * version.
+ */
+export function outdatedAgentIds(
+  agentIds: readonly string[],
+  installed: InstalledMap,
+  name: string,
+  libraryVersion: number,
+): string[] {
+  return agentIds.filter((agentId) => {
+    const v = installed.get(agentId)?.get(name);
+    return v !== undefined && v < libraryVersion;
+  });
+}
 
 export function SkillsPage() {
   useDocumentTitle(S.nav.skills);
@@ -102,9 +130,9 @@ export function SkillsPage() {
       ids.map(async (agentId) => {
         try {
           const res = await api.getAgentSkills(projectId, agentId);
-          return [agentId, new Set(res.skills.map((s) => s.name))] as const;
+          return [agentId, new Map(res.skills.map((s) => [s.name, s.version]))] as const;
         } catch {
-          return [agentId, new Set<string>()] as const;
+          return [agentId, new Map<string, number>()] as const;
         }
       }),
     ).then((entries) => {
@@ -115,8 +143,8 @@ export function SkillsPage() {
       // regresses the UI.
       if (!cancelled)
         setInstalled((prev) => {
-          const next = new Map<string, ReadonlySet<string>>(entries);
-          for (const [agentId, set] of prev) next.set(agentId, set);
+          const next = new Map<string, ReadonlyMap<string, number>>(entries);
+          for (const [agentId, m] of prev) next.set(agentId, m);
           return next;
         });
     });
@@ -125,28 +153,34 @@ export function SkillsPage() {
     };
   }, [projectId, agentIdsKey]);
 
-  /** Rewrite one Agent's install state in place (shared by optimistic updates and failure rollback). */
-  const setAgentSkill = (agentId: string, name: string, on: boolean) =>
+  /** Rewrite one Agent's install state in place (shared by optimistic updates and failure rollback); `version` is the entry's value when setting. */
+  const setAgentSkill = (agentId: string, name: string, version: number | undefined) =>
     setInstalled((prev) => {
       const next = new Map(prev);
-      const set = new Set(next.get(agentId) ?? []);
-      if (on) set.add(name);
-      else set.delete(name);
-      next.set(agentId, set);
+      const m = new Map(next.get(agentId) ?? []);
+      if (version !== undefined) m.set(name, version);
+      else m.delete(name);
+      next.set(agentId, m);
       return next;
     });
 
+  /** Calibrate one Agent from an install response's list (concurrent install/uninstall also converges to the server's truth). */
+  const calibrateAgent = (agentId: string, skills: { name: string; version: number }[]) =>
+    setInstalled((prev) =>
+      new Map(prev).set(agentId, new Map(skills.map((s) => [s.name, s.version]))),
+    );
+
   /** Check to install / uncheck to uninstall (any member can do this): optimistic update, a confirmation toast on success, rollback plus a toast on failure. */
-  const toggleInstall = async (agentId: string, name: string, on: boolean) => {
+  const toggleInstall = async (agentId: string, name: string, on: boolean, version: number) => {
     if (!projectId) return;
-    setAgentSkill(agentId, name, on);
+    const prevVersion = installed.get(agentId)?.get(name);
+    setAgentSkill(agentId, name, on ? version : undefined);
     const target = agents.find((a) => a.agentId === agentId);
     const agentName = target ? agentDisplayName(target) : agentId;
     try {
       if (on) {
-        // On a successful install, calibrate the whole Agent from the list the response carries (concurrent install/uninstall also converges to the server's truth).
         const res = await api.installAgentSkills(projectId, agentId, [name]);
-        setInstalled((prev) => new Map(prev).set(agentId, new Set(res.skills.map((s) => s.name))));
+        calibrateAgent(agentId, res.skills);
         toastSuccess(S.skills.installedToast(name, agentName));
       } else {
         await api.removeAgentSkill(projectId, agentId, name);
@@ -158,11 +192,29 @@ export function SkillsPage() {
       // or erroring (otherwise the checkbox would be stuck permanently
       // checked whenever this page's snapshot is stale).
       if (!on && e instanceof ApiError && e.status === 404) return;
-      setAgentSkill(agentId, name, !on);
+      setAgentSkill(agentId, name, prevVersion);
       toastError(apiErrorText(e));
     }
   };
 
+  /**
+   * Update reminder action: reinstall the current library copy on every outdated Agent
+   * (install-again-is-update semantics). One success toast for the whole batch; on partial
+   * failure the succeeded Agents keep their calibrated state and the first error is toasted.
+   */
+  const updateOutdated = async (name: string, agentIds: string[]) => {
+    if (!projectId || agentIds.length === 0) return;
+    const results = await Promise.allSettled(
+      agentIds.map(async (agentId) => {
+        const res = await api.installAgentSkills(projectId, agentId, [name]);
+        calibrateAgent(agentId, res.skills);
+      }),
+    );
+    const failed = results.find((r): r is PromiseRejectedResult => r.status === "rejected");
+    if (!failed) toastSuccess(S.skills.updatedToast(name, agentIds.length));
+    else toastError(apiErrorText(failed.reason));
+  };
+
   /**
    * Quick invoke: pre-selects the skill in the draft cache (the `skills`
    * field, used by ChatInput as its initial selection on mount), pre-fills
@@ -204,7 +256,7 @@ export function SkillsPage() {
             </Button>
           </div>
         ) : groups === null ? (
-          <div className="mt-6 grid gap-2.5 md:grid-cols-2 xl:grid-cols-3">
+          <div className="mt-6 grid gap-2.5 sm:grid-cols-2">
             {Array.from({ length: 4 }, (_, i) => (
               <SkeletonCard key={i} className="p-4">
                 <Skeleton className="h-4 w-32" />
@@ -220,7 +272,7 @@ export function SkillsPage() {
               return (
                 <section
                   key={group.id}
-                  className="overflow-hidden rounded-md border border-gray-200 bg-white dark:border-gray-800 dark:bg-gray-900"
+                  className="overflow-hidden rounded-md bg-white dark:bg-gray-900"
                 >
                   {/* Group header (styled like the model page's provider groups): group name +
                       skill count (no icon, no description); the whole row toggles
@@ -257,9 +309,9 @@ export function SkillsPage() {
                   >
                     {/* inert while collapsed: cards at zero height shouldn't still be Tab-focusable or clickable. */}
                     <div className="overflow-hidden" inert={!open}>
-                      {/* Up to three cards per row, generously sized (3 columns ≥xl, 2 columns ≥md, 1 column on narrow screens). */}
+                      {/* Generously sized cards: 2 columns ≥sm, 1 column on narrow screens. */}
                       <div
-                        className={`grid gap-2.5 border-t border-gray-200 p-2.5 transition-opacity duration-200 md:grid-cols-2 xl:grid-cols-3 dark:border-gray-800 ${open ? "opacity-100" : "opacity-0"}`}
+                        className={`grid gap-2.5 p-2.5 transition-opacity duration-200 sm:grid-cols-2 ${open ? "opacity-100" : "opacity-0"}`}
                       >
                         {group.skills.map((skill) => (
                           <SkillCard
@@ -268,6 +320,7 @@ export function SkillsPage() {
                             installed={installed}
                             onQuickInvoke={quickInvoke}
                             onToggleInstall={toggleInstall}
+                            onUpdateOutdated={updateOutdated}
                           />
                         ))}
                       </div>
@@ -283,23 +336,31 @@ export function SkillsPage() {
   );
 }
 
-/** A single skill card: metadata display (including a semantic metadata line) + quick invoke + "manage installs" Modal. */
+/** A single skill card: metadata display (including a semantic metadata line) + update reminder + quick invoke + "manage installs" Modal. */
 function SkillCard({
   skill,
   installed,
   onQuickInvoke,
   onToggleInstall,
+  onUpdateOutdated,
 }: {
   skill: SkillMetadataItem;
   installed: InstalledMap;
   onQuickInvoke: (name: string) => void;
-  onToggleInstall: (agentId: string, name: string, on: boolean) => Promise<void>;
+  onToggleInstall: (agentId: string, name: string, on: boolean, version: number) => Promise<void>;
+  onUpdateOutdated: (name: string, agentIds: string[]) => Promise<void>;
 }) {
   const { locale } = useLocale();
   const { agents } = useProject();
   const [installOpen, setInstallOpen] = useState(false);
   let installedCount = 0;
-  for (const set of installed.values()) if (set.has(skill.name)) installedCount += 1;
+  for (const m of installed.values()) if (m.has(skill.name)) installedCount += 1;
+  const outdated = outdatedAgentIds(
+    agents.map((a) => a.agentId),
+    installed,
+    skill.name,
+    skill.version,
+  );
 
   // Short description takes priority, falling back to the full description
   // when missing (per UI language); title carries the full description for hover reading.
@@ -315,37 +376,54 @@ function SkillCard({
     .filter((v): v is string => v !== null)
     .join(" · ");
   return (
-    <div className="flex h-full flex-col rounded-md border border-gray-200 bg-white p-4 dark:border-gray-800 dark:bg-gray-900">
-      {/* Header: an enlarged skill icon spanning two rows (rounded border + light background), with the name and short description on one line each to the right. */}
-      <div className="flex items-center gap-3">
-        <span className="flex h-12 w-12 shrink-0 items-center justify-center rounded-lg border border-gray-200 bg-gray-50 text-gray-600 dark:border-gray-700 dark:bg-gray-800/60 dark:text-gray-300">
-          <SkillIcon icon={skill.icon} size={26} />
-        </span>
-        <div className="min-w-0 flex-1">
-          <span className="block truncate font-mono text-[13px] font-semibold" title={skill.name}>
-            {skill.name}
-          </span>
-          {/* Short description truncates to one line (full description goes into title for hover reading). */}
-          <p
-            className="mt-0.5 truncate text-xs leading-5 text-gray-500 dark:text-gray-400"
-            title={fullDescription}
+    <div className="flex h-full items-center gap-3 rounded-md p-4 transition-colors hover:bg-gray-100/70 dark:hover:bg-gray-800/60">
+      <div className="min-w-0 flex-1">
+        {/* Header: the skill icon centered across the two text rows (rounded tile in the skill's
+            own palette color — see skillTileColor; deliberately a bit smaller than the two rows),
+            with the name and short description on one line each to the right. */}
+        <div className="flex items-center gap-3">
+          <span
+            className={`flex h-9 w-9 shrink-0 items-center justify-center rounded-lg ${skillTileColor(skill.name)}`}
           >
-            {description}
-          </p>
+            <SkillIcon icon={skill.icon} size={20} />
+          </span>
+          <div className="min-w-0 flex-1">
+            <span className="block truncate font-mono text-[13px] font-semibold" title={skill.name}>
+              {skill.name}
+            </span>
+            {/* Short description truncates to one line (full description goes into title for hover reading). */}
+            <p
+              className="mt-0.5 truncate text-xs leading-5 text-gray-500 dark:text-gray-400"
+              title={fullDescription}
+            >
+              {description}
+            </p>
+          </div>
         </div>
-      </div>
-      {/* Footer row: metadata on the left (e.g. `v1 · 今天更新 · N 个 Agent 在用`) +
-          icon buttons on the right (copy goes into aria-label and title), pinned to the card's bottom with mt-auto. */}
-      <div className="mt-auto flex items-center gap-1.5 pt-3">
-        <span
-          className="min-w-0 flex-1 truncate text-[11px] text-gray-400 dark:text-gray-500"
-          title={meta}
-        >
+        {/* Metadata line under the header (e.g. `v1 · updated today · used by N Agents`). */}
+        <p className="mt-2.5 truncate text-[11px] text-gray-400 dark:text-gray-500" title={meta}>
           {meta}
-        </span>
+        </p>
+      </div>
+      {/* Actions: equal-square light icon buttons in a single row, vertically centered at the
+          card's right edge (copy goes into aria-label and title). */}
+      <div className="flex shrink-0 items-center justify-center gap-1.5">
+        {/* Light (secondary): an update nudge, not the card's primary action. */}
+        {outdated.length > 0 && (
+          <Button
+            size="sm"
+            variant="secondary"
+            className="h-8 w-8 shrink-0 justify-center p-0"
+            aria-label={`${S.skills.updateOutdated(outdated.length)} ${skill.name}`}
+            title={S.skills.updateOutdated(outdated.length)}
+            onClick={() => void onUpdateOutdated(skill.name, outdated)}
+          >
+            <GlyphIcon d={UPDATE_ICON} size={13} />
+          </Button>
+        )}
         <Button
           size="sm"
-          className="shrink-0 px-1.5"
+          className="h-8 w-8 shrink-0 justify-center p-0"
           aria-label={`${S.skills.quickInvoke} ${skill.name}`}
           title={S.skills.quickInvoke}
           onClick={() => onQuickInvoke(skill.name)}
@@ -354,8 +432,7 @@ function SkillCard({
         </Button>
         <Button
           size="sm"
-          variant="primary"
-          className="shrink-0 px-1.5"
+          className="h-8 w-8 shrink-0 justify-center p-0"
           aria-label={`${S.skills.manageInstall} ${skill.name}`}
           title={S.skills.manageInstall}
           onClick={() => setInstallOpen(true)}
@@ -379,7 +456,9 @@ function SkillCard({
                 agentId={a.agentId}
                 name={agentDisplayName(a)}
                 installed={installed.get(a.agentId)?.has(skill.name) ?? false}
-                onToggle={(on) => void onToggleInstall(a.agentId, skill.name, on)}
+                outdated={outdated.includes(a.agentId)}
+                onToggle={(on) => void onToggleInstall(a.agentId, skill.name, on, skill.version)}
+                onUpdate={() => void onUpdateOutdated(skill.name, [a.agentId])}
               />
             ))}
           </div>
@@ -392,19 +471,25 @@ function SkillCard({
 /**
  * One Agent row in the "manage installs" Modal: not-installed shows
  * "安装"/"Install"; installed shows "已安装"/"Installed", switching to
- * "卸载"/"Uninstall" on hover (same button, click to uninstall). Both
- * install and uninstall go through optimistic updates (toggleInstall), rolling back on failure.
+ * "卸载"/"Uninstall" on hover (same button, click to uninstall); an installed
+ * copy older than the library additionally shows an accent "更新"/"Update"
+ * button (reinstall = update). Install and uninstall go through optimistic
+ * updates (toggleInstall), rolling back on failure.
  */
 function InstallRow({
   agentId,
   name,
   installed,
+  outdated,
   onToggle,
+  onUpdate,
 }: {
   agentId: string;
   name: string;
   installed: boolean;
+  outdated: boolean;
   onToggle: (on: boolean) => void;
+  onUpdate: () => void;
 }) {
   return (
     <div className="flex items-center gap-2 rounded-md px-1.5 py-1.5 transition-colors duration-150 hover:bg-gray-50 dark:hover:bg-gray-800/60">
@@ -412,6 +497,17 @@ function InstallRow({
       <span className="min-w-0 flex-1 truncate text-sm" title={agentId}>
         {name}
       </span>
+      {installed && outdated && (
+        <Button
+          size="sm"
+          variant="secondary"
+          className="shrink-0"
+          aria-label={`${S.skills.updateAction} ${agentId}`}
+          onClick={onUpdate}
+        >
+          {S.skills.updateAction}
+        </Button>
+      )}
       {installed ? (
         // group: on hover the button's copy switches "已安装"/"Installed" → "卸载"/"Uninstall" (the same button carries the uninstall action).
         <Button
diff --git a/packages/web/src/features/traces/trace-file-view.tsx b/packages/web/src/features/traces/trace-file-view.tsx
index 8bc0eed..a2cdff9 100644
--- a/packages/web/src/features/traces/trace-file-view.tsx
+++ b/packages/web/src/features/traces/trace-file-view.tsx
@@ -219,16 +219,18 @@ export function TraceFileView({
   }, [projectId, agentId, sessionId, index]);
 
   // Pricing for the session's Model (main session only; sub-session Tokens
-  // live in their own Trace and aren't part of this file):
-  // session_meta carries a paired reference (provider + model_id), matched against model config by that pair.
+  // live in their own Trace and aren't part of this file): session_meta carries a paired
+  // reference (provider + model_id), matched against model config by that whole pair.
+  // A Trace whose session_meta has no provider is legacy data (core refuses to resume it
+  // for the same reason) — the model_id alone identifies nothing, since the same id can
+  // exist under several providers at different prices, so no pricing is shown rather than
+  // an arbitrary first match.
   const pricing = useMemo(() => {
     const meta = events.find((m) => m.type === "session_meta");
     const ref = meta ? (meta.payload as { model_id?: string; provider?: string }) : undefined;
-    if (!ref?.model_id) return undefined;
-    return models?.models.find(
-      (m) =>
-        m.modelId === ref.model_id && (ref.provider === undefined || m.provider === ref.provider),
-    )?.pricing;
+    if (!ref?.model_id || !ref.provider) return undefined;
+    return models?.models.find((m) => m.modelId === ref.model_id && m.provider === ref.provider)
+      ?.pricing;
   }, [events, models]);
 
   const costOf = (b: Buckets): number | null => {
diff --git a/packages/web/src/lib/format.ts b/packages/web/src/lib/format.ts
index dff4c20..e53970d 100644
--- a/packages/web/src/lib/format.ts
+++ b/packages/web/src/lib/format.ts
@@ -31,6 +31,17 @@ export function humanizeDuration(ms: number): string {
   return `${m}m${Math.round(s % 60)}s`;
 }
 
+/**
+ * Duration format for a still-running timer: whole seconds only (`0s`, `7s`, `1m3s`),
+ * counting up (floor, never showing a second early). Decimals are reserved for settled
+ * durations (humanizeDuration above) — a live timer showing tenths reads as jitter.
+ */
+export function humanizeDurationLive(ms: number): string {
+  const s = Math.max(0, Math.floor(ms / 1000));
+  if (s < 60) return `${s}s`;
+  return `${Math.floor(s / 60)}m${s % 60}s`;
+}
+
 /** Add an explicit sign to a delta string: non-negative gets `+`, negative already has `-` (negative when context shrinks after compaction). */
 export function signedDelta(formatted: string): string {
   return formatted.startsWith("-") ? formatted : `+${formatted}`;
diff --git a/packages/web/src/lib/omni/stream-controller.ts b/packages/web/src/lib/omni/stream-controller.ts
index 7e03318..55cdeed 100644
--- a/packages/web/src/lib/omni/stream-controller.ts
+++ b/packages/web/src/lib/omni/stream-controller.ts
@@ -176,15 +176,25 @@ export function createStreamController(deps: StreamControllerDeps): StreamContro
     // disconnected shouldn't leave a lingering button; the server will
     // resend still-pending approval_request events on the same connection afterward, naturally rebuilding it.
     clearPending();
-    // Swap in a new model, injecting the shared localDecisions: approvals decided on this end are still labeled "manual" after the rebuild.
-    model = createStreamModel(localDecisions);
-    await load(epoch);
+    // Atomic swap — deliberately NOT `onLoading(true)`. The fresh model (shared localDecisions
+    // injected, so approvals decided on this end stay labeled "manual") is handed to load(), which
+    // makes it the visible model only once history is back in hand. Until then the OLD transcript
+    // stays mounted and on screen: a mid-stream resync never blanks the conversation nor unmounts
+    // the composer. (Flipping loading=true here drove the consumer to swap both the message list and
+    // the input for a skeleton, losing scroll position, expanded tool cards, and composer
+    // focus/draft.) Deltas arriving during the refetch are buffered and replayed on swap; the brief
+    // no-new-text pause is invisible next to a full teardown.
+    await load(epoch, createStreamModel(localDecisions));
   };
 
-  const load = async (currentEpoch: number): Promise<void> => {
+  const load = async (currentEpoch: number, freshModel?: StreamModel): Promise<void> => {
     try {
       const messages = await deps.loadMessages();
       if (disposed || currentEpoch !== epoch) return;
+      // Rebuild path: make the freshly-built model visible only now, atomically — the old model
+      // stayed on screen throughout the refetch above (see rebuild). Initial load / retry pass no
+      // freshModel and keep operating on the current model.
+      if (freshModel) model = freshModel;
       const target = model;
       pushMessages(target, messages, now());
       const dedup = buildDedupIndex(messages, 100);
@@ -235,11 +245,16 @@ export function createStreamController(deps: StreamControllerDeps): StreamContro
     },
     retry: async () => {
       if (disposed || !failed) return;
-      // On failure the model was never written to and the buffer kept accumulating: keep both, just refetch history and replay again.
+      // Retry always rebuilds into a FRESH model. After an initial-load failure the model was
+      // never written, but after a failed *resync* rebuild the OLD populated model is deliberately
+      // left in place (so the transcript didn't blank during the refetch) — pushing the refetched
+      // history straight onto it would duplicate the entire conversation (pushMessages appends with
+      // no id-dedup). load() swaps the fresh model in only once the refetch succeeds, then replays
+      // the still-accumulating buffer into it; localDecisions carry over via the shared set.
       deps.onError(null);
       deps.onLoading(true);
       epoch += 1;
-      await load(epoch);
+      await load(epoch, createStreamModel(localDecisions));
     },
     handleOmni: (msg) => {
       if (disposed) return;
diff --git a/packages/web/src/lib/strings-en.ts b/packages/web/src/lib/strings-en.ts
index d4573a1..e155429 100644
--- a/packages/web/src/lib/strings-en.ts
+++ b/packages/web/src/lib/strings-en.ts
@@ -80,12 +80,13 @@ export const en: Strings = {
     logout: "Sign out",
     admin: "Admin",
     defaultAdminNote:
-      "First run: sign in as the built-in admin (admin / admin123), then change the password soon",
+      "First run: sign in as the built-in admin (admin / penguin-2026), then change the password soon",
   },
 
   account: {
     changePassword: "Change password",
     oldPassword: "Current password",
+    oldPasswordHint: "The built-in admin's default initial password is penguin-2026",
     newPassword: "New password",
     confirmPassword: "Confirm new password",
     passwordMismatch: "New passwords do not match",
@@ -286,6 +287,22 @@ export const en: Strings = {
     groupEmptyHint: "No models in this group yet; use “Add model” to create one",
     searchPlaceholder: "Search models: id / name / provider",
     noSearchResults: "No matching models",
+    syncCatalog: "Sync presets",
+    syncCatalogHint:
+      "Update preset models from the built-in catalog: add missing entries and reset differing ones to the catalog's fields; locally added models and API keys are left untouched",
+    syncDone: (added: number, updated: number) =>
+      `Presets synced: ${added} added, ${updated} updated`,
+    syncUpToDate: "Presets are already up to date",
+    homepage: "Model page",
+    speedTest: "Speed test",
+    speedTestTitle: "Speed test",
+    speedTestConfirm: (n: number): string =>
+      `This sends one real request to each of the ${n} models in this group, one at a time, to measure time-to-first-token (TTFT) and output rate (TPS). It consumes a small amount of API quota. Continue?`,
+    speedTestStart: "Start",
+    speedPending: "Testing…",
+    speedFailed: "Test failed",
+    ttftTitle: "Time to first token (TTFT)",
+    tpsTitle: "Output rate (TPS)",
     modelCount: (n: number): string => `${n} model${n === 1 ? "" : "s"}`,
     modelId: "Model ID",
     modelIdHint: "The upstream API model id, e.g. gpt-5.5",
@@ -373,7 +390,7 @@ export const en: Strings = {
   },
 
   vault: {
-    desc: "Environment variables owned by this Agent (stored in agent_state/.vault.toml), injected into the environment of its shell commands (exec_command); key names are shared with the model, values never enter the model context. Subagents use their own vaults and do not inherit this one.",
+    desc: "Environment variables owned by this Agent (stored in agent_state/.vault.toml), injected into the environment of its shell commands (exec_command); key names are shared with the model, values never enter the model context. Subagents use their own vaults and do not inherit this one. Saved changes take effect from the next task (a task already running is unaffected).",
     key: "Name",
     value: "Value",
     valueMasked: "Value (masked)",
@@ -449,6 +466,10 @@ export const en: Strings = {
     usedByAgents: (n: number): string =>
       n === 0 ? "not used yet" : n === 1 ? "used by 1 agent" : `used by ${n} agents`,
     installedToast: (skill: string, agent: string): string => `Installed ${skill} to ${agent}`,
+    updateOutdated: (n: number): string => `Update available: update ${n} Agent install(s)`,
+    updateAction: "Update",
+    updatedToast: (skill: string, n: number): string =>
+      `Updated ${skill} to the latest version (${n} Agent(s))`,
     uninstalledToast: (skill: string, agent: string): string =>
       `Uninstalled ${skill} from ${agent}`,
   },
@@ -464,6 +485,63 @@ export const en: Strings = {
     workspaceClear: "Use auto temp directory instead",
     workspaceDirInvalid: "Directory does not exist or is inaccessible; reverted",
     draftSubtitle: "The self-evolving agent that excels at AI development tasks",
+    exampleTasks: {
+      game: {
+        label: "Example: 2D penguin sled game",
+        desc: "A cute Antarctic penguin sleds over rocks, easy start with a gentle difficulty ramp — a 2D pure-frontend mini game",
+        prompt:
+          "Build a cute Antarctic penguin sledding 2D game: press Space to jump over the rocks " +
+          "coming up on the ice; start easy and forgiving, with sled speed and obstacle density " +
+          "ramping up smoothly and gradually over time (no sudden spikes), live scoring, and " +
+          "hitting a rock ending the run with one-click restart. " +
+          "A 2D side-scroller with a cute cartoon look, pure frontend (a single HTML file is " +
+          "fine), styled per the web-design skill. " +
+          "When done, test it in a browser once, confirm the first few seconds are easy to " +
+          "clear, and tell me how to open it and how to play.",
+      },
+      lol: {
+        label: "Example: League of Legends music player",
+        desc: "Worlds anthems on the SoundCloud Widget API — a single file that opens from file://",
+        prompt: `Build a League of Legends Worlds anthem player with the SoundCloud Widget API (see https://developers.soundcloud.com/docs/api/html5-widget): a single index.html that works when opened from file://.
+
+## Technical constraints
+- Use the SC.Widget JS API (widget.load / widget.toggle / widget.setVolume / widget.seekTo), loading https://w.soundcloud.com/player/api.js
+- The iframe must stay visible (180px tall), with visual=true color=f0b90b single_active=true
+- Include ONLY these 8 tracks confirmed playable (oEmbed-verified); do not add tracks that are not oEmbed-verified:
+  - Warriors (S4) — soundcloud.com/leagueoflegends/warriors
+  - Worlds Collide (S5) — soundcloud.com/leagueoflegends/worlds-collide
+  - Legends Never Die (S7) — soundcloud.com/leagueoflegends/legends-never-die
+  - Phoenix (S9) — soundcloud.com/leagueoflegends/phoenix
+  - Burn It All Down (S11) — soundcloud.com/leagueoflegends/burn-it-all-down
+  - GODS (S13) — soundcloud.com/leagueoflegends/gods
+  - Heavy Is The Crown (S14) — soundcloud.com/linkinpark/heavy-is-the-crown
+  - Sacrifice (S15) — soundcloud.com/leagueoflegends/sacrifice
+
+## Layout
+- Left 260px sticky sidebar: the track list (S4/S5/… badge + emoji + title + year); clicking highlights with a gold border and switches tracks via SC.Widget.load() with auto_play
+- Right main area: hero title + a desktop clock (80px monospace gold HH:MM:SS, refreshed every second, blinking colons) + a mood tag
+- Player card: the SoundCloud iframe + a custom control bar (⏮ ▶/⏸ ⏭ + track info + a volume slider; clicking the speaker icon toggles mute)
+- Mood-wave section: 15 gold animated bars, re-randomized on every track switch
+- Keyboard shortcuts: Space play/pause, ← → previous/next, ↑ ↓ volume
+
+## Design
+Penguin visual style (see the web-design skill), dark/light themes via <html data-theme>, dark by default, remembered in localStorage. Responsive: on phones the sidebar becomes a horizontally scrolling top bar.
+
+When done, open index.html in a browser and self-test once.`,
+      },
+      rag: {
+        label: "Example: build a Claude Code docs expert",
+        desc: "Collect the claude-code-docs repo into a conversational RAG knowledge app with source citations",
+        prompt:
+          "Collect the docs from https://github.com/ericbuess/claude-code-docs and build a RAG knowledge app: " +
+          "clone the repo and prepare the corpus, then build a retrieval index; " +
+          "the app acts as a Claude Code configuration expert, answering Claude Code questions " +
+          "with retrieval-augmented replies and clickable citations that reveal the matched " +
+          "original text chunk and link to the real documents; " +
+          "give it a beautiful web chat UI following the web-design skill, with a few example questions in the empty state. " +
+          "When done, run the app, verify one streamed answer yourself, and tell me how to access it.",
+      },
+    },
     sessionList: "Sessions",
     defaultSessionTitle: "New chat",
     model: "Model",
@@ -487,6 +565,7 @@ export const en: Strings = {
     statusRunning: "Running",
     statusCompacting: "Compacting",
     pendingApprovals: (n: number) => `${n} pending approval${n > 1 ? "s" : ""}`,
+    jumpToLatest: "Jump to latest",
     inputPlaceholder: "Type a message. Enter to send, Shift+Enter for newline, paste images",
     inputPlaceholderShort: "Type a message…",
     send: "Send",
@@ -547,6 +626,7 @@ export const en: Strings = {
     mentionHint: "@ to handoff to another agent",
     mentionRemove: "Remove @ target",
     skillsSelect: "Skills",
+    skillRemove: "Remove skill",
     skillsSearchPlaceholder: "Search skills",
     skillsNoMatch: "No matching skills",
     skillsEmptyHint: "No skills installed yet — add some from the skill library",
@@ -598,6 +678,7 @@ export const en: Strings = {
     title: "Files",
     upload: "Upload",
     download: "Download",
+    openInNewTab: "Open in new tab",
     refresh: "Refresh",
     root: "Workspace root",
     empty: "Empty directory",
diff --git a/packages/web/src/lib/strings.ts b/packages/web/src/lib/strings.ts
index db80a43..e1d564e 100644
--- a/packages/web/src/lib/strings.ts
+++ b/packages/web/src/lib/strings.ts
@@ -80,12 +80,13 @@ export const zh = {
     login: "登录",
     logout: "登出",
     admin: "管理员",
-    defaultAdminNote: "首次使用请以内置管理员登录：admin / admin123，登录后请尽快修改密码",
+    defaultAdminNote: "首次使用请以内置管理员登录：admin / penguin-2026，登录后请尽快修改密码",
   },
 
   account: {
     changePassword: "修改密码",
     oldPassword: "当前密码",
+    oldPasswordHint: "内置管理员的默认初始密码为 penguin-2026",
     newPassword: "新密码",
     confirmPassword: "确认新密码",
     passwordMismatch: "两次输入的新密码不一致",
@@ -262,6 +263,21 @@ export const zh = {
     groupEmptyHint: "该分组暂无模型，点「新增模型」添加",
     searchPlaceholder: "搜索模型：id / 名称 / 厂商",
     noSearchResults: "没有匹配的模型",
+    syncCatalog: "同步预置",
+    syncCatalogHint:
+      "用内置目录更新预置模型：新增缺失条目、以目录字段为准刷新差异；本地新增模型与 API key 保持不变",
+    syncDone: (added: number, updated: number) => `预置模型已同步：新增 ${added}、更新 ${updated}`,
+    syncUpToDate: "预置模型已是最新",
+    homepage: "模型主页",
+    speedTest: "测速",
+    speedTestTitle: "分组测速",
+    speedTestConfirm: (n: number): string =>
+      `将对该分组的 ${n} 个模型逐个发起一次真实请求,测量首 token 延迟(TTFT)与输出速率(TPS),会消耗少量 API 额度。是否继续?`,
+    speedTestStart: "开始测速",
+    speedPending: "测速中…",
+    speedFailed: "测速失败",
+    ttftTitle: "首 token 延迟(TTFT)",
+    tpsTitle: "输出速率(TPS)",
     modelCount: (n: number): string => `${n} 个模型`,
     modelId: "模型 ID",
     modelIdHint: "上游 API 使用的模型 id，如 gpt-5.5",
@@ -351,7 +367,7 @@ export const zh = {
   },
 
   vault: {
-    desc: "本 Agent 专属的环境变量（存于 agent_state/.vault.toml）：键值对注入其 shell 命令（exec_command）的子进程环境；键名会告知模型，值不进入模型上下文。子 Agent 使用各自的保险柜，不继承。",
+    desc: "本 Agent 专属的环境变量（存于 agent_state/.vault.toml）：键值对注入其 shell 命令（exec_command）的子进程环境；键名会告知模型，值不进入模型上下文。子 Agent 使用各自的保险柜，不继承。保存后自下一个任务起生效（进行中的任务不受影响）。",
     key: "键名",
     value: "值",
     valueMasked: "值（掩码）",
@@ -429,6 +445,10 @@ export const zh = {
     usedByAgents: (n: number): string => (n === 0 ? "未被使用" : `${n} 个 Agent 在用`),
     /** Top toast shown on successful install / uninstall. */
     installedToast: (skill: string, agent: string): string => `已将 ${skill} 安装到 ${agent}`,
+    updateOutdated: (n: number): string => `有新版本：更新 ${n} 个 Agent 的安装`,
+    updateAction: "更新",
+    updatedToast: (skill: string, n: number): string =>
+      `已将 ${skill} 更新到最新版（${n} 个 Agent）`,
     uninstalledToast: (skill: string, agent: string): string => `已从 ${agent} 卸载 ${skill}`,
   },
 
@@ -443,6 +463,66 @@ export const zh = {
     workspaceClear: "改用自动临时目录",
     workspaceDirInvalid: "目录不存在或无法访问，已回退",
     draftSubtitle: "最擅长 AI 开发任务的自进化 Agent",
+    /**
+     * Example task cards on the draft screen: one click auto-submits the canned prompt (game
+     * card first, RAG card below/after it). These are the FULL working prompts — the README and
+     * landing page show a condensed one-sentence version of the RAG example for reading, and
+     * the cards' own desc lines stay short, but what actually gets submitted stays detailed:
+     * build quality depends on it.
+     */
+    exampleTasks: {
+      game: {
+        label: "示例：2D 企鹅雪橇越野小游戏",
+        desc: "可爱南极企鹅滑雪橇跳石头，难度由易到难的 2D 纯前端小游戏",
+        prompt:
+          "做一个可爱的南极企鹅滑雪橇越野 2D 小游戏：按空格键起跳，跃过冰面上迎面而来的石头；" +
+          "开局要足够简单、上手无压力，滑行速度与障碍密度随时间平滑、循序渐进地上升，避免突然变难，" +
+          "实时计分，撞上石头即结束并可一键重新开始。" +
+          "2D 横版画面、可爱卡通风，纯前端实现（单个 HTML 文件即可），界面遵循 web-design 技能。" +
+          "完成后在浏览器里自测一次，确认开局能轻松玩过几秒，并告诉我怎么打开和怎么玩。",
+      },
+      lol: {
+        label: "示例：英雄联盟音乐播放器",
+        desc: "用 SoundCloud Widget API 播放历届 Worlds 主题曲，单文件即开即用",
+        prompt: `用 SoundCloud Widget API（见 https://developers.soundcloud.com/docs/api/html5-widget）做一个英雄联盟 Worlds 主题曲播放器，单文件 index.html，file:// 打开即用。
+
+## 技术约束
+- 使用 SC.Widget JS API（widget.load / widget.toggle / widget.setVolume / widget.seekTo），引入 https://w.soundcloud.com/player/api.js
+- iframe 必须可见（180px 高），visual=true color=f0b90b single_active=true
+- 仅包含以下 8 首已确认可播曲目（oEmbed 验证通过），不要添加未经 oEmbed 验证的曲目：
+  - Warriors (S4) — soundcloud.com/leagueoflegends/warriors
+  - Worlds Collide (S5) — soundcloud.com/leagueoflegends/worlds-collide
+  - Legends Never Die (S7) — soundcloud.com/leagueoflegends/legends-never-die
+  - Phoenix (S9) — soundcloud.com/leagueoflegends/phoenix
+  - Burn It All Down (S11) — soundcloud.com/leagueoflegends/burn-it-all-down
+  - GODS (S13) — soundcloud.com/leagueoflegends/gods
+  - Heavy Is The Crown (S14) — soundcloud.com/linkinpark/heavy-is-the-crown
+  - Sacrifice (S15) — soundcloud.com/leagueoflegends/sacrifice
+
+## 布局
+- 左侧 260px 粘性侧边栏：曲目列表（S4/S5/… 标签 + emoji + 曲名 + 年份），点击高亮金色边框，SC.Widget.load() 切歌 + auto_play
+- 右侧主区域：Hero 标题 + 桌面时钟（80px 等宽金色 HH:MM:SS，每秒刷新，冒号闪烁）+ 心情标签
+- 播放器卡片：SoundCloud iframe + 自定义控制栏（⏮ ▶/⏸ ⏭ + 曲目信息 + 音量滑块，点击喇叭图标静音切换）
+- 心情波动区：15 根金色动画柱，切歌时重新随机生成
+- 键盘快捷键：空格播放暂停、← → 切歌、↑ ↓ 调音量
+
+## 设计
+Penguin 视觉风格（见 web-design 技能），深色/浅色主题（<html data-theme>），默认深色，localStorage 记忆。响应式：手机端侧边栏变为顶部横向滚动。
+
+完成后在浏览器打开 index.html 自测一次。`,
+      },
+      rag: {
+        label: "示例：构建 Claude Code 文档专家",
+        desc: "收集 claude-code-docs 仓库，生成可对话、带来源引用的 RAG 知识应用",
+        prompt:
+          "收集 https://github.com/ericbuess/claude-code-docs 的文档，构建一个 RAG 知识应用：" +
+          "克隆仓库并整理语料，建立检索索引；应用化身 Claude Code 配置专家，" +
+          "检索增强回答 Claude Code 相关问题并标注可点击的来源引用——" +
+          "引用要能展示命中的原文片段，并链接到真实文档；" +
+          "按 web-design 技能提供美观的 Web 聊天界面，空态展示几个示例问题。" +
+          "完成后运行应用、自测一个问题验证流式回答，并告诉我访问方式。",
+      },
+    },
     sessionList: "Session",
     defaultSessionTitle: "新对话",
     model: "Model",
@@ -466,6 +546,7 @@ export const zh = {
     statusRunning: "运行中",
     statusCompacting: "压缩中",
     pendingApprovals: (n: number) => `${n} 个待审批`,
+    jumpToLatest: "回到最新消息",
     inputPlaceholder: "输入消息，Enter 发送，Shift+Enter 换行，可粘贴图片",
     inputPlaceholderShort: "输入消息…",
     send: "发送",
@@ -527,6 +608,7 @@ export const zh = {
     mentionRemove: "移除 @ 目标",
     /** Skill multi-select dropdown (input toolbar): button text, search box, empty state, and no-match hint. */
     skillsSelect: "技能",
+    skillRemove: "移除技能",
     skillsSearchPlaceholder: "搜索技能",
     skillsNoMatch: "没有匹配的技能",
     skillsEmptyHint: "暂无已装技能，去技能库添加",
@@ -574,6 +656,7 @@ export const zh = {
     title: "文件",
     upload: "上传",
     download: "下载",
+    openInNewTab: "新页面打开",
     refresh: "刷新",
     root: "根目录",
     empty: "空目录",
diff --git a/packages/web/src/styles.css b/packages/web/src/styles.css
index 0b3f6f5..363f09b 100644
--- a/packages/web/src/styles.css
+++ b/packages/web/src/styles.css
@@ -359,6 +359,12 @@
 }
 .md-body pre {
   @apply overflow-x-auto rounded-lg border border-gray-200 bg-gray-50 p-3 text-sm dark:border-gray-800 dark:bg-gray-900;
+  /* Off-screen code blocks skip layout/paint: with several settled 200KB+ replies in the
+     transcript, their <pre> layout dominated every streaming commit (profiled ~90% native
+     layout) and froze the chat while large code streamed in. auto keeps the measured size for
+     stable scrollbar geometry; on-screen blocks render normally and stay find-in-page searchable. */
+  content-visibility: auto;
+  contain-intrinsic-size: auto 400px;
 }
 .md-body pre code {
   background: transparent;
diff --git a/packages/web/test/agent-mentions.test.ts b/packages/web/test/agent-mentions.test.ts
index 951ec72..ad1bebb 100644
--- a/packages/web/test/agent-mentions.test.ts
+++ b/packages/web/test/agent-mentions.test.ts
@@ -25,6 +25,7 @@ const agent = (agentId: string, name?: string): AgentSummary => ({
   version: 1,
   vaultKeyCount: 0,
   scheduleCount: 0,
+  skillCount: 0,
 });
 
 const AGENTS: AgentSummary[] = [
diff --git a/packages/web/test/catalog-sync.test.ts b/packages/web/test/catalog-sync.test.ts
new file mode 100644
index 0000000..e066d11
--- /dev/null
+++ b/packages/web/test/catalog-sync.test.ts
@@ -0,0 +1,153 @@
+/**
+ * catalog-sync.ts unit tests: the "sync presets" merge — union of the local model table and
+ * the built-in catalog, catalog winning on differing preset entries, local additions and
+ * credentials untouched.
+ */
+import { describe, expect, it } from "vitest";
+import { syncRowsWithCatalog } from "../src/features/models/catalog-sync";
+import type { RowState } from "../src/features/models/models-page";
+
+type PresetEntry = Parameters<typeof syncRowsWithCatalog>[1] extends (infer E)[] | undefined
+  ? E
+  : never;
+
+function makeRow(partial: Partial<RowState> & Pick<RowState, "provider" | "modelId">): RowState {
+  return {
+    original: { provider: partial.provider, modelId: partial.modelId },
+    vision: true,
+    contextWindow: "",
+    clientType: "",
+    cacheRead: "",
+    cacheWrite: "",
+    output: "",
+    baseUrl: "",
+    originalBaseUrl: "",
+    apiKeyInput: "",
+    clearApiKey: false,
+    ...partial,
+  };
+}
+
+const PRESET: PresetEntry[] = [
+  {
+    provider: "deepseek",
+    model_id: "deepseek-v4-pro",
+    context_window: 1000000,
+    pricing: {
+      unit: "usd_per_mtok",
+      cache_read: 0.003571,
+      cache_write: 0.428571,
+      output: 0.857143,
+    },
+    vision: false,
+  },
+  {
+    provider: "qwen-token-plan",
+    model_id: "glm-5.2",
+    context_window: 1048576,
+    client_type: "openai",
+    pricing: { unit: "usd_per_mtok", cache_read: 0.285714, cache_write: 1.142857, output: 4 },
+    vision: false,
+    base_url: "https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1",
+  },
+  // Preview model without a list price: the catalog carries no pricing.
+  {
+    provider: "qwen-token-plan",
+    model_id: "qwen3.8-max-preview",
+    context_window: 1000000,
+    client_type: "openai",
+    base_url: "https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1",
+  },
+];
+
+describe("syncRowsWithCatalog", () => {
+  it("adds catalog entries missing locally (gateway base URL preset, original null -> new on PUT)", () => {
+    const { rows, added, updated } = syncRowsWithCatalog([], PRESET);
+    expect(added).toBe(3);
+    expect(updated).toBe(0);
+    const glm = rows.find((r) => r.provider === "qwen-token-plan" && r.modelId === "glm-5.2")!;
+    expect(glm.original).toBeNull();
+    expect(glm.clientType).toBe("openai");
+    expect(glm.baseUrl).toBe("https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1");
+    expect(glm.originalBaseUrl).toBe(""); // differs from baseUrl -> the PUT submits the preset URL
+    expect(glm.cacheRead).toBe("0.285714");
+    expect(glm.vision).toBe(false);
+  });
+
+  it("resets differing preset rows to the catalog's fields, keeping identity and credentials", () => {
+    const local = makeRow({
+      provider: "deepseek",
+      modelId: "deepseek-v4-pro",
+      vision: true, // user flipped it
+      contextWindow: "500000", // stale
+      cacheRead: "1",
+      cacheWrite: "2",
+      output: "3",
+      baseUrl: "http://my-proxy", // user override -> catalog wins (cleared)
+      originalBaseUrl: "http://my-proxy",
+      credential: { hasApiKey: true } as RowState["credential"],
+    });
+    const { rows, added, updated } = syncRowsWithCatalog([local], PRESET);
+    expect(added).toBe(2);
+    expect(updated).toBe(1);
+    const row = rows[0]!;
+    expect(row.contextWindow).toBe("1000000");
+    expect(row.vision).toBe(false);
+    expect(row.cacheRead).toBe("0.003571");
+    expect(row.baseUrl).toBe(""); // catalog has no base_url; differs from originalBaseUrl -> cleared on PUT
+    expect(row.originalBaseUrl).toBe("http://my-proxy");
+    // Identity and credential state untouched: no rename, no key input, credential kept.
+    expect(row.original).toEqual({ provider: "deepseek", modelId: "deepseek-v4-pro" });
+    expect(row.apiKeyInput).toBe("");
+    expect(row.clearApiKey).toBe(false);
+    expect(row.credential).toEqual({ hasApiKey: true });
+  });
+
+  it("leaves up-to-date rows untouched (same object, updated not counted)", () => {
+    const upToDate = makeRow({
+      provider: "deepseek",
+      modelId: "deepseek-v4-pro",
+      vision: false,
+      contextWindow: "1000000",
+      cacheRead: "0.003571",
+      cacheWrite: "0.428571",
+      output: "0.857143",
+    });
+    const { rows, updated } = syncRowsWithCatalog([upToDate], PRESET);
+    expect(updated).toBe(0);
+    expect(rows[0]).toBe(upToDate);
+  });
+
+  it("keeps locally added models (including user-defined groups) verbatim and in place", () => {
+    const mine = makeRow({ provider: "my-gateway", modelId: "my-model", baseUrl: "http://x" });
+    const { rows, added } = syncRowsWithCatalog([mine], PRESET);
+    expect(added).toBe(3);
+    expect(rows[0]).toBe(mine); // existing rows keep their list position; catalog entries append
+    expect(rows).toHaveLength(4);
+  });
+
+  it("removes pricing when the catalog entry carries none (preview model, catalog wins)", () => {
+    const local = makeRow({
+      provider: "qwen-token-plan",
+      modelId: "qwen3.8-max-preview",
+      contextWindow: "1000000",
+      clientType: "openai",
+      baseUrl: "https://token-plan.cn-beijing.maas.aliyuncs.com/compatible-mode/v1",
+      cacheRead: "1",
+      cacheWrite: "2",
+      output: "3",
+    });
+    const { rows, updated } = syncRowsWithCatalog([local], PRESET);
+    expect(updated).toBe(1);
+    const row = rows.find((r) => r.modelId === "qwen3.8-max-preview")!;
+    expect([row.cacheRead, row.cacheWrite, row.output]).toEqual(["", "", ""]);
+  });
+
+  it("syncs against the real built-in catalog by default", () => {
+    const { rows, added, updated } = syncRowsWithCatalog([]);
+    expect(added).toBeGreaterThan(30);
+    expect(updated).toBe(0);
+    // No merged row ever carries a key input: credentials are structurally untouched.
+    expect(rows.every((r) => r.apiKeyInput === "" && !r.clearApiKey)).toBe(true);
+  });
+});
diff --git a/packages/web/test/model-grouping.test.ts b/packages/web/test/model-grouping.test.ts
index c6b0333..652f1ab 100644
--- a/packages/web/test/model-grouping.test.ts
+++ b/packages/web/test/model-grouping.test.ts
@@ -10,7 +10,11 @@
  */
 import { describe, expect, it } from "vitest";
 import { MODEL_PROVIDERS } from "@prismshadow/penguin-core/model-catalog";
-import { groupModelRows, matchesQuery } from "../src/features/models/model-grouping";
+import {
+  groupModelRows,
+  orderModelsLikeLibrary,
+  matchesQuery,
+} from "../src/features/models/model-grouping";
 import type { ModelRowLike } from "../src/features/models/model-grouping";
 
 const rows: ModelRowLike[] = [
@@ -64,7 +68,10 @@ describe("groupModelRows", () => {
     expect(MODEL_PROVIDERS.map((p) => p.id)).toEqual([
       "deepseek",
       "openrouter",
+      "fireworks",
       "siliconflow",
+      "qwen-token-plan",
+      "qwen-pay-as-you-go",
       "google",
       "anthropic",
       "openai",
@@ -123,3 +130,26 @@ describe("groupModelRows", () => {
     expect(groupModelRows(mixed, "zeta").map((g) => g.provider.id)).toEqual(["zeta-lab"]);
   });
 });
+
+describe("orderModelsLikeLibrary", () => {
+  it("flattens to the library page's order: built-in provider order, user groups after, custom last", () => {
+    const rows: ModelRowLike[] = [
+      { provider: "custom", modelId: "my-proxy" },
+      { provider: "my-gateway", modelId: "own-1" },
+      { provider: "moonshot", modelId: "kimi-k3" },
+      { provider: "deepseek", modelId: "deepseek-v4-flash" },
+      { provider: "openrouter", modelId: "anthropic/claude-fable-5" },
+      { provider: "deepseek", modelId: "deepseek-v4-pro" },
+    ];
+    expect(orderModelsLikeLibrary(rows).map((r) => `${r.provider} ${r.modelId}`)).toEqual([
+      // deepseek first (in-group order preserved), then the openrouter gateway, then moonshot,
+      // then custom, then the user-defined group appended after the built-ins.
+      "deepseek deepseek-v4-flash",
+      "deepseek deepseek-v4-pro",
+      "openrouter anthropic/claude-fable-5",
+      "moonshot kimi-k3",
+      "custom my-proxy",
+      "my-gateway own-1",
+    ]);
+  });
+});
diff --git a/packages/web/test/skill-outdated.test.ts b/packages/web/test/skill-outdated.test.ts
new file mode 100644
index 0000000..fef21e7
--- /dev/null
+++ b/packages/web/test/skill-outdated.test.ts
@@ -0,0 +1,41 @@
+/**
+ * outdatedAgentIds unit tests: the skill-library update reminder's data source — Agents
+ * whose installed copy is strictly older than the library's version.
+ */
+import { describe, expect, it } from "vitest";
+import { outdatedAgentIds } from "../src/features/skills/skills-page";
+import type { InstalledMap } from "../src/features/skills/skills-page";
+
+const installed: InstalledMap = new Map([
+  ["stale_agent", new Map([["agenthub-dev", 1]])],
+  ["current_agent", new Map([["agenthub-dev", 2]])],
+  ["ahead_agent", new Map([["agenthub-dev", 3]])],
+  ["other_agent", new Map([["penguin-cli", 1]])],
+]);
+const AGENTS = ["stale_agent", "current_agent", "ahead_agent", "other_agent", "empty_agent"];
+
+describe("outdatedAgentIds", () => {
+  it("flags only strictly lower installed versions", () => {
+    expect(outdatedAgentIds(AGENTS, installed, "agenthub-dev", 2)).toEqual(["stale_agent"]);
+  });
+
+  it("ignores not-installed Agents (including ones with no snapshot at all)", () => {
+    // other_agent has a different skill installed; empty_agent never appears in the map.
+    expect(outdatedAgentIds(AGENTS, installed, "agenthub-dev", 99)).toEqual([
+      "stale_agent",
+      "current_agent",
+      "ahead_agent",
+    ]);
+    expect(outdatedAgentIds(["other_agent", "empty_agent"], installed, "agenthub-dev", 99)).toEqual(
+      [],
+    );
+  });
+
+  it("a locally newer copy does not trigger the reminder", () => {
+    expect(outdatedAgentIds(["ahead_agent"], installed, "agenthub-dev", 2)).toEqual([]);
+  });
+
+  it("everything current -> no reminder", () => {
+    expect(outdatedAgentIds(AGENTS, installed, "agenthub-dev", 1)).toEqual([]);
+  });
+});
diff --git a/packages/web/test/slash-token.test.ts b/packages/web/test/slash-token.test.ts
new file mode 100644
index 0000000..501fdd9
--- /dev/null
+++ b/packages/web/test/slash-token.test.ts
@@ -0,0 +1,53 @@
+/**
+ * slash-token.ts unit tests: positional slash matching (any caret position, whitespace
+ * boundary, no URL/path false positives) and token removal on command run.
+ */
+import { describe, expect, it } from "vitest";
+import { matchSlash, removeSlashToken } from "../src/features/chat/slash-token";
+
+describe("matchSlash", () => {
+  it("matches at the start of the text", () => {
+    expect(matchSlash("/comp", 5)).toEqual({ start: 0, end: 5, query: "comp" });
+  });
+
+  it("matches mid-text after whitespace, with the token extending past the caret", () => {
+    // caret in the middle of "/compact" (after "/com")
+    expect(matchSlash("please /compact now", 11)).toEqual({ start: 7, end: 15, query: "com" });
+  });
+
+  it("does not treat paths or URLs as commands (no whitespace before the slash)", () => {
+    expect(matchSlash("see a/b", 7)).toBeNull();
+    expect(matchSlash("https://x", 9)).toBeNull();
+  });
+
+  it("stops matching once non-command characters follow the slash", () => {
+    expect(matchSlash("/comp act", 9)).toBeNull(); // caret after the space: query has a space
+    expect(matchSlash("/comp act", 5)).toEqual({ start: 0, end: 5, query: "comp" });
+  });
+});
+
+describe("removeSlashToken", () => {
+  it("removes just the token and keeps the rest of the text", () => {
+    const m = matchSlash("please /compact now", 11)!;
+    expect(removeSlashToken("please /compact now", m)).toBe("please now");
+  });
+
+  it("clears a token-only input to empty", () => {
+    const m = matchSlash("/compact", 8)!;
+    expect(removeSlashToken("/compact", m)).toBe("");
+    // Whitespace-only leftovers count as empty too.
+    expect(removeSlashToken("  /compact", matchSlash("  /compact", 10)!)).toBe("");
+  });
+
+  it("keeps multi-space runs elsewhere in the body verbatim", () => {
+    const text = "a  b /compact";
+    expect(removeSlashToken(text, matchSlash(text, text.length)!)).toBe("a  b ");
+  });
+
+  it("keeps indentation of a multi-line body verbatim", () => {
+    const text = "steps:\n  - one\n    - nested\n/compact";
+    expect(removeSlashToken(text, matchSlash(text, text.length)!)).toBe(
+      "steps:\n  - one\n    - nested\n",
+    );
+  });
+});
diff --git a/packages/web/test/speed-test.test.ts b/packages/web/test/speed-test.test.ts
new file mode 100644
index 0000000..7c9ba7b
--- /dev/null
+++ b/packages/web/test/speed-test.test.ts
@@ -0,0 +1,24 @@
+/**
+ * Speed-test tone thresholds: TTFT (< 1s green, <= 3s yellow, beyond red) and TPS
+ * (>= 40 tok/s green, >= 15 yellow, below red) — the card badge colors.
+ */
+import { describe, expect, it } from "vitest";
+import { tpsTone, ttftTone } from "../src/features/models/speed-test";
+
+describe("speed-test tones", () => {
+  it("grades TTFT boundaries", () => {
+    expect(ttftTone(120)).toBe("green");
+    expect(ttftTone(999)).toBe("green");
+    expect(ttftTone(1000)).toBe("yellow");
+    expect(ttftTone(3000)).toBe("yellow");
+    expect(ttftTone(3001)).toBe("red");
+  });
+
+  it("grades TPS boundaries", () => {
+    expect(tpsTone(80)).toBe("green");
+    expect(tpsTone(40)).toBe("green");
+    expect(tpsTone(39.9)).toBe("yellow");
+    expect(tpsTone(15)).toBe("yellow");
+    expect(tpsTone(14.9)).toBe("red");
+  });
+});
diff --git a/packages/web/test/stream-controller.test.ts b/packages/web/test/stream-controller.test.ts
index c248e36..49db10f 100644
--- a/packages/web/test/stream-controller.test.ts
+++ b/packages/web/test/stream-controller.test.ts
@@ -231,11 +231,14 @@ describe("resync rebuild", () => {
     h.resolveLoad([at(userText("question"), "2026-07-05T00:00:00.000Z")]);
     await p;
     expect(h.loadCalls()).toBe(2);
-    // The old replay must not reset phase back to live: events arriving during rebuild
-    // should still be buffered, not fed to the new model.
+    // The old replay must not reset phase back to live: events arriving during rebuild are still
+    // buffered, not fed to a model. And with the atomic swap the OLD transcript stays visible until
+    // the rebuild's history load returns — mid-rebuild the model still shows the pre-resync content
+    // (the question + "old event A"), never a blank, and the live event is not yet in it (feeding it
+    // here as a third item would fail this assertion).
     const live = at(assistantText("output during rebuild"), "2026-07-05T00:00:02.000Z");
     h.controller.handleOmni(live);
-    expect(h.controller.model.items).toHaveLength(0);
+    expect(h.controller.model.items.map((i) => i.kind)).toEqual(["user_text", "assistant_text"]);
     // Second round of history (authoritative) returns: the transferred task_state and
     // buffered events replay in order.
     h.resolveLoad([
@@ -278,4 +281,37 @@ describe("history load failure and retry (#6)", () => {
     await h.controller.retry();
     expect(h.loadCalls()).toBe(1);
   });
+
+  it("retry after a FAILED resync rebuild rebuilds into a fresh model (no transcript duplication)", async () => {
+    // A successful initial load leaves the transcript populated; a mid-stream resync whose refetch
+    // then fails deliberately keeps that old transcript on screen (the atomic swap only replaces it
+    // on success). Retry must therefore push the refetched history into a FRESH model — pushing it
+    // onto the retained one would duplicate the whole conversation (regression guard).
+    const h = createHarness();
+    const p = h.controller.load();
+    h.resolveLoad([
+      at(userText("q1"), "2026-07-05T00:00:00.000Z"),
+      at(assistantText("a1"), "2026-07-05T00:00:01.000Z"),
+    ]);
+    await p;
+    expect(h.controller.model.items.map((i) => i.kind)).toEqual(["user_text", "assistant_text"]);
+
+    // Resync mid-session, but the rebuild's history refetch fails.
+    h.controller.handleServer({ type: "resync_required" });
+    h.rejectLoad(new Error("network error"));
+    await flush();
+    expect(h.errors[h.errors.length - 1]).toBe("network error");
+    // The old transcript is retained (not blanked) while the error/Retry state is shown.
+    expect(h.controller.model.items.map((i) => i.kind)).toEqual(["user_text", "assistant_text"]);
+
+    // Retry succeeds: the identical history must land in a fresh model, not be appended onto the retained one.
+    const retryP = h.controller.retry();
+    h.resolveLoad([
+      at(userText("q1"), "2026-07-05T00:00:00.000Z"),
+      at(assistantText("a1"), "2026-07-05T00:00:01.000Z"),
+    ]);
+    await retryP;
+    expect(h.controller.model.items.map((i) => i.kind)).toEqual(["user_text", "assistant_text"]);
+    expect(h.controller.model.items.filter((i) => i.kind === "user_text")).toHaveLength(1);
+  });
 });
diff --git a/packages/web/test/stream-follow.test.ts b/packages/web/test/stream-follow.test.ts
index c1485a2..8b84019 100644
--- a/packages/web/test/stream-follow.test.ts
+++ b/packages/web/test/stream-follow.test.ts
@@ -75,4 +75,20 @@ describe("createStreamFollow", () => {
     f.scrolled({ scrollHeight: 2000, clientHeight: 460, scrollTop: 1000 });
     expect(f.stick).toBe(false);
   });
+
+  it("resume (back-to-bottom button) re-enters follow, and the programmatic jump to the bottom keeps it stuck", () => {
+    const f = createStreamFollow();
+    f.scrolled({ scrollHeight: 2000, clientHeight: 460, scrollTop: 1540 });
+    f.scrolled({ scrollHeight: 2000, clientHeight: 460, scrollTop: 200 }); // dragged far up, exits.
+    expect(f.stick).toBe(false);
+    f.resume();
+    expect(f.stick).toBe(true);
+    // The caller sets scrollTop = scrollHeight right after; the resulting scroll event lands
+    // at the bottom and must not be judged against the stale scrollTop=200 as "moved down then
+    // wherever" — following continues, and streaming growth keeps sticking.
+    f.scrolled({ scrollHeight: 2000, clientHeight: 460, scrollTop: 1540 });
+    expect(f.stick).toBe(true);
+    f.scrolled({ scrollHeight: 2400, clientHeight: 460, scrollTop: 1940 }); // next streamed stick.
+    expect(f.stick).toBe(true);
+  });
 });
diff --git a/packages/web/test/work-summary.test.ts b/packages/web/test/work-summary.test.ts
index 44b951d..dfc7c63 100644
--- a/packages/web/test/work-summary.test.ts
+++ b/packages/web/test/work-summary.test.ts
@@ -1,10 +1,11 @@
 /**
- * work-summary.ts unit tests (issue #76): group header duration is computed as the union
- * of time intervals — overlapping time from parallel tools counts once; sequential calls
- * accumulate as usual (gaps don't count); approval waits are excluded per the durationMs
- * convention; the argument-generation segment and execution segment are separate intervals
- * (generation is not shifted into the execution period); items missing a start point fall
- * back to direct accumulation.
+ * work-summary.ts unit tests: the group header duration is the group's real wall-clock
+ * span — earliest segment start → latest segment end — including approval waits and the
+ * gaps between steps (the header answers "how long did this group take"; per-item cards
+ * keep the fine-grained settled durations). Parallel work counts once by construction.
+ * Items missing a start point fall back to direct accumulation on top of the span; the
+ * returned startMs is the earliest start stamp of ANY item (settled or not) — the anchor
+ * the header ticks from while the group is still running.
  */
 import { describe, expect, it } from "vitest";
 import type { ChatItem } from "../src/lib/omni/stream-model";
@@ -41,56 +42,65 @@ const tool = (
 });
 
 describe("summarizeWork", () => {
-  it("overlapping time of parallel tools counts once (15-way parallel for 9 minutes no longer reports 99 minutes)", () => {
+  it("parallel work counts once: 15-way parallel over 9 minutes reports 9 minutes", () => {
     const nine = 9 * 60_000;
     const items = Array.from({ length: 15 }, () => tool({ start: 0, durationMs: nine }));
-    expect(summarizeWork(items)).toEqual({ steps: 15, durationMs: nine });
+    expect(summarizeWork(items)).toEqual({ steps: 15, durationMs: nine, startMs: 0 });
   });
 
-  it("partial overlaps merge as a union", () => {
+  it("staggered parallel tools span first start → last end", () => {
     const items = [
       tool({ start: 0, durationMs: 60_000 }),
       tool({ start: 10_000, durationMs: 60_000 }),
       tool({ start: 20_000, durationMs: 70_000 }),
     ];
-    expect(summarizeWork(items)).toEqual({ steps: 3, durationMs: 90_000 });
+    expect(summarizeWork(items)).toEqual({ steps: 3, durationMs: 90_000, startMs: 0 });
   });
 
-  it("sequential calls accumulate as usual; gaps do not count", () => {
+  it("gaps between sequential steps count toward the span", () => {
     const items = [
       tool({ start: 0, durationMs: 10_000 }),
       tool({ start: 15_000, durationMs: 10_000 }),
     ];
-    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 20_000 });
+    // [0,10s] then a 5s gap then [15s,25s]: the group took 25s of wall time.
+    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 25_000, startMs: 0 });
   });
 
-  it("thinking and tools merge on the same axis; thinking does not count as a step", () => {
+  it("thinking and tools share the same axis; thinking does not count as a step", () => {
     const items = [thinking(0, 5_000), tool({ start: 5_000, durationMs: 10_000 })];
-    expect(summarizeWork(items)).toEqual({ steps: 1, durationMs: 15_000 });
+    expect(summarizeWork(items)).toEqual({ steps: 1, durationMs: 15_000, startMs: 0 });
   });
 
-  it("approval waits excluded: intervals start at approvalAtMs", () => {
+  it("approval waits are included: the span runs from the call start, not the approval", () => {
     const items = [
+      // Call ready at 0, human approves at 100s, execution 100-105s.
       tool({ start: 0, approvalAt: 100_000, durationMs: 5_000 }),
       tool({ start: 102_000, durationMs: 8_000 }),
     ];
-    // [100s,105s] ∪ [102s,110s] = 10s; starting from callStartedAtMs by mistake would include the 100s approval wait.
-    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 10_000 });
+    // Span 0 → 110s: the 100s spent waiting for the human is part of how long the group took.
+    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 110_000, startMs: 0 });
   });
 
-  it("argument-generation and execution are separate intervals: generation is not shifted into the execution period", () => {
+  it("argument generation anchors the start; execution end anchors the end", () => {
     const items = [
-      // A: arg generation 0-10s, approval wait 10-100s, execution 100-110s (durationMs = 10s generation + 10s execution).
+      // A: arg generation 0-10s, approval wait 10-100s, execution 100-110s (durationMs = 10s + 10s).
       tool({ argStart: 0, start: 10_000, approvalAt: 100_000, durationMs: 20_000 }),
-      // B: execution 110-120s. If A were computed entirely from its execution start ([100s,120s]), it would fully overlap with B, leaving only 20s.
+      // B: execution 110-120s.
       tool({ start: 110_000, durationMs: 10_000 }),
     ];
-    // Correct union: [0,10s] ∪ [100s,120s] = 30s.
-    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 30_000 });
+    expect(summarizeWork(items)).toEqual({ steps: 2, durationMs: 120_000, startMs: 0 });
   });
 
   it("items missing a start point fall back to direct accumulation; items without a duration only count as steps", () => {
     const items = [tool({ start: 0, durationMs: 10_000 }), tool({ durationMs: 7_000 }), tool()];
-    expect(summarizeWork(items)).toEqual({ steps: 3, durationMs: 17_000 });
+    expect(summarizeWork(items)).toEqual({ steps: 3, durationMs: 17_000, startMs: 0 });
+  });
+
+  it("a still-streaming first item already anchors startMs (live tick before anything settles)", () => {
+    expect(summarizeWork([thinking(1_000)])).toEqual({ steps: 0, durationMs: 0, startMs: 1_000 });
+  });
+
+  it("no timestamps at all: no startMs key", () => {
+    expect(summarizeWork([tool({ durationMs: 7_000 })])).toEqual({ steps: 1, durationMs: 7_000 });
   });
 });
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 5ef45c8..a7e559c 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -17,6 +17,9 @@ importers:
       '@types/node':
         specifier: ^24.0.0
         version: 24.13.3
+      concurrently:
+        specifier: ^10.0.3
+        version: 10.0.3
       prettier:
         specifier: ^3.9.4
         version: 3.9.4
@@ -33,8 +36,8 @@ importers:
   packages/cli:
     dependencies:
       '@prismshadow/agenthub':
-        specifier: ^0.3.3
-        version: 0.3.3(ws@8.21.0)
+        specifier: ^0.4.0
+        version: 0.4.0(ws@8.21.0)
       '@prismshadow/penguin-core':
         specifier: workspace:*
         version: link:../core
@@ -76,8 +79,8 @@ importers:
   packages/core:
     dependencies:
       '@prismshadow/agenthub':
-        specifier: ^0.3.3
-        version: 0.3.3(ws@8.21.0)
+        specifier: ^0.4.0
+        version: 0.4.0(ws@8.21.0)
       '@prismshadow/penguin-skills':
         specifier: workspace:*
         version: link:../skills
@@ -1037,8 +1040,8 @@ packages:
     engines: {node: '>=18'}
     hasBin: true
 
-  '@prismshadow/agenthub@0.3.3':
-    resolution: {integrity: sha512-B7Sdegfj56838zFKjAqdJwPUVnTdas6AV2DbJbjxwpb0EszhUtCiS3GI4bAjnkBG6ES0nOlc3MHlubKpecODrw==}
+  '@prismshadow/agenthub@0.4.0':
+    resolution: {integrity: sha512-P96fAoYEtAy+BQHsrdQ2Rw5oXbrR2IAXcN6S3SnpUUlwpVoH2kkdtbe4bTGTafys0jJeH7s1lCZDF7KRvdWOoQ==}
 
   '@protobufjs/aspromise@1.1.2':
     resolution: {integrity: sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==}
@@ -1574,6 +1577,14 @@ packages:
     resolution: {integrity: sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==}
     engines: {node: '>= 14'}
 
+  ansi-regex@6.2.2:
+    resolution: {integrity: sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg==}
+    engines: {node: '>=12'}
+
+  ansi-styles@6.2.3:
+    resolution: {integrity: sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg==}
+    engines: {node: '>=12'}
+
   any-promise@1.3.0:
     resolution: {integrity: sha512-7UvmKalWRt1wgjL1RrGxoSJW/0QZFIegpeGvZG9kjp8vrRu55XTHbwnqq2GpXm9uLbcuhxm3IqX9OB4MZR1b2A==}
 
@@ -1648,6 +1659,10 @@ packages:
     resolution: {integrity: sha512-4zNhdJD/iOjSH0A05ea+Ke6MU5mmpQcbQsSOkgdaUMJ9zTlDTD/GYlwohmIE2u0gaxHYiVHEn1Fw9mZ/ktJWgw==}
     engines: {node: '>=18'}
 
+  chalk@5.6.2:
+    resolution: {integrity: sha512-7NzBL0rN6fMUW+f7A6Io4h40qQlG+xGmtMxfbnH/K7TAtt8JQWVQK+6g0UXKMeVJoyV5EkkNsErQ8pVD3bLHbA==}
+    engines: {node: ^12.17.0 || ^14.13 || >=16.0.0}
+
   character-entities-html4@2.1.0:
     resolution: {integrity: sha512-1v7fgQRj6hnSwFpq1Eu0ynr/CDEw0rXo2B61qXrLNdHZmPKgb7fqS1a2JwF0rISo9q77jDI8VMEHoApn8qDoZA==}
 
@@ -1672,6 +1687,10 @@ packages:
     resolution: {integrity: sha512-+IxzY9BZOQd/XuYPRmrvEVjF/nqj5kgT4kEq7VofrDoM1MxoRjEWkrCC3EtLi59TVawxTAn+orJwFQcrqEN1+g==}
     engines: {node: '>=18'}
 
+  cliui@9.0.1:
+    resolution: {integrity: sha512-k7ndgKhwoQveBL+/1tqGJYNz097I7WOvwbmmU2AR5+magtbjPWQTS1C5vzGkBC8Ym8UWRzfKUzUUqFLypY4Q+w==}
+    engines: {node: '>=20'}
+
   comma-separated-tokens@2.0.3:
     resolution: {integrity: sha512-Fu4hJdvzeylCfQPp9SGWidpzrMs7tTrlu6Vb8XGaRGck8QSNZJJp538Wrb60Lax4fPwR64ViY468OIUTbRlGZg==}
 
@@ -1683,6 +1702,11 @@ packages:
     resolution: {integrity: sha512-NOKm8xhkzAjzFx8B2v5OAHT+u5pRQc2UCa2Vq9jYL/31o2wi9mxBA7LIFs3sV5VSC49z6pEhfbMULvShKj26WA==}
     engines: {node: '>= 6'}
 
+  concurrently@10.0.3:
+    resolution: {integrity: sha512-hc3LH4UaKWd/bbyDK/IGVa4RB6PtQ3CUYwtrkzqHn+wIG3Hr5fhpRlk0L/gCa8ZE1L/Ufj50Zho69cI5w8SQBA==}
+    engines: {node: '>=22'}
+    hasBin: true
+
   confbox@0.1.8:
     resolution: {integrity: sha512-RMtmw0iFkeR4YV+fUOSucriAQNb9g8zFR52MWCtl+cCZOFRNL6zeB395vPzFhEjjn4fMxXudmELnl/KF/WrK6w==}
 
@@ -1779,6 +1803,9 @@ packages:
   electron-to-chromium@1.5.387:
     resolution: {integrity: sha512-TaxwufTFDufvPEoXdhwVrA3UdFWBeWGkYoJ1K8ldF1xe6gKfth6iRNS5lTQ5JPNOHdGQm8PT1QYKUqFLCiUefQ==}
 
+  emoji-regex@10.6.0:
+    resolution: {integrity: sha512-toUI84YS5YmxW219erniWD0CIVOo46xGKColeNQRgOzDorgBi1v4D71/OFzgD9GO2UGKIv1C3Sp8DAn0+j5w7A==}
+
   encodeurl@2.0.0:
     resolution: {integrity: sha512-Q0n9HRi4m6JuGIV1eFlmvJB7ZEVxu93IrMyiMsGC0lrMJMWzRgx6WGquyfQgZVb31vhGgXnfmPNNXmxnOkRBrg==}
     engines: {node: '>= 0.8'}
@@ -1913,6 +1940,14 @@ packages:
     resolution: {integrity: sha512-3hN7NaskYvMDLQY55gnW3NQ+mesEAepTqlg+VEbj7zzqEMBVNhzcGYYeqFo/TlYz6eQiFcp1HcsCZO+nGgS8zg==}
     engines: {node: '>=6.9.0'}
 
+  get-caller-file@2.0.5:
+    resolution: {integrity: sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg==}
+    engines: {node: 6.* || 8.* || >= 10.*}
+
+  get-east-asian-width@1.6.0:
+    resolution: {integrity: sha512-QRbvDIbx6YklUe6RxeTeleMR0yv3cYH6PsPZHcnVn7xv7zO1BHN8r0XETu8n6Ye3Q+ahtSarc3WgtNWmehIBfA==}
+    engines: {node: '>=18'}
+
   get-intrinsic@1.3.0:
     resolution: {integrity: sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ==}
     engines: {node: '>= 0.4'}
@@ -2531,6 +2566,9 @@ packages:
     engines: {node: '>=18.0.0', npm: '>=8.0.0'}
     hasBin: true
 
+  rxjs@7.8.2:
+    resolution: {integrity: sha512-dhKf903U/PQZY6boNNtAGdWbG85WAbjT/1xYoZIC7FAY0yWapOBQVsVrDl58W86//e1VpMNBtRV4MaXfdMySFA==}
+
   safe-buffer@5.2.1:
     resolution: {integrity: sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==}
 
@@ -2558,6 +2596,10 @@ packages:
   setprototypeof@1.2.0:
     resolution: {integrity: sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==}
 
+  shell-quote@1.8.4:
+    resolution: {integrity: sha512-VsC6n6vz1ihYYyZZwX7YZSF5l5x36ca17OC+a69h94YqB7X6XLwf+5MOgynYir2SLFUbl8gIYvBo8K8RoNQ6bQ==}
+    engines: {node: '>= 0.4'}
+
   shiki@4.3.1:
     resolution: {integrity: sha512-oR+qDVi2OjX1tmDpyv+3KviX01KzO6Af+0NNnKnsp9491UEGz2YpxTuJboS/6VhYpTdqzmuJBuiTlrAWWJAssw==}
     engines: {node: '>=20'}
@@ -2606,9 +2648,17 @@ packages:
   std-env@3.10.0:
     resolution: {integrity: sha512-5GS12FdOZNliM5mAOxFRg7Ir0pWz8MdpYm6AY6VPkGpbA7ZzmbzNcBJQ0GPvvyWgcY7QAhCgf9Uy89I03faLkg==}
 
+  string-width@7.2.0:
+    resolution: {integrity: sha512-tsaTIkKW9b4N+AEj+SVA+WhJzV7/zMhcSu78mLKWSk7cXMOSHsBKFWUs0fWwq8QyK3MgJBQRX6Gbi4kYbdvGkQ==}
+    engines: {node: '>=18'}
+
   stringify-entities@4.0.4:
     resolution: {integrity: sha512-IwfBptatlO+QCJUo19AqvrPNqlVMpW9YEL2LIVY+Rpv2qsjCGxaDLNRgeGsQWJhfItebuJhsGSLjaBbNSQ+ieg==}
 
+  strip-ansi@7.2.0:
+    resolution: {integrity: sha512-yDPMNjp4WyfYBkHnjIRLfca1i6KMyGCtsVgoKe/z1+6vukgaENdgGBZt+ZmKPc4gavvEZ5OgHfHdrazhgNyG7w==}
+    engines: {node: '>=12'}
+
   strnum@2.4.0:
     resolution: {integrity: sha512-sHrVyWWdq28RbhjuJdZsA1SnGRJV6NiXbk6AXBxDOsgAcA+lmpUZCYjOdLBxkXMwis6RRe7dlZt4VlIWFVzkmg==}
 
@@ -2623,6 +2673,10 @@ packages:
     engines: {node: '>=16 || 14 >=14.17'}
     hasBin: true
 
+  supports-color@10.2.2:
+    resolution: {integrity: sha512-SS+jx45GF1QjgEXQx4NJZV9ImqmO2NPz5FNsIHrsDjh2YsHnawpan7SNQ1o8NuhrbHZy9AZhIoCUiCeaW/C80g==}
+    engines: {node: '>=18'}
+
   tailwindcss@4.3.2:
     resolution: {integrity: sha512-WtctNNSH8A9jlMIqxzuYumOHU5uGZyRv0Q5svQl+oEPy5w84YpBxdb7MdqyiSPQge5jTJ6zFQLq0PFygdccSBA==}
 
@@ -2880,6 +2934,10 @@ packages:
     engines: {node: '>=8'}
     hasBin: true
 
+  wrap-ansi@9.0.2:
+    resolution: {integrity: sha512-42AtmgqjV+X1VpdOfyTGOYRi0/zsoLqtXQckTmqTeybT+BDIbM/Guxo7x3pE2vtpr1ok6xRqM9OpBe+Jyoqyww==}
+    engines: {node: '>=18'}
+
   ws@8.21.0:
     resolution: {integrity: sha512-Vsp28b7DRcimFQvrqu2Wek3z1iYxDCWqHYB8Qsnk/S4RfaCQzPGPyBNuVjJV3cd6UiKtUtp6sNM77gWvzcCH+g==}
     engines: {node: '>=10.0.0'}
@@ -2896,6 +2954,10 @@ packages:
     resolution: {integrity: sha512-k8KO9hrMyNk6tUWqUfkTEZbezRRpONVOzUTnc97VnCvyj6Tf9lyUR9EDAIeiVLv56jsMcoXEwjW8Kv5yPY52lw==}
     engines: {node: '>=16.0.0'}
 
+  y18n@5.0.8:
+    resolution: {integrity: sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==}
+    engines: {node: '>=10'}
+
   yallist@3.1.1:
     resolution: {integrity: sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==}
 
@@ -2908,6 +2970,14 @@ packages:
     engines: {node: '>= 14.6'}
     hasBin: true
 
+  yargs-parser@22.0.0:
+    resolution: {integrity: sha512-rwu/ClNdSMpkSrUb+d6BRsSkLUq1fmfsY6TOpYzTwvwkg1/NRG85KBy3kq++A8LKQwX6lsu+aWad+2khvuXrqw==}
+    engines: {node: ^20.19.0 || ^22.12.0 || >=23}
+
+  yargs@18.0.0:
+    resolution: {integrity: sha512-4UEqdc2RYGHZc7Doyqkrqiln3p9X2DZVxaGbwhn2pi7MrRagKaOcIKe8L3OxYcbhXLgLFUS3zAYuQjKBQgmuNg==}
+    engines: {node: ^20.19.0 || ^22.12.0 || >=23}
+
   zwitch@2.0.4:
     resolution: {integrity: sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==}
 
@@ -3608,7 +3678,7 @@ snapshots:
     dependencies:
       playwright: 1.61.1
 
-  '@prismshadow/agenthub@0.3.3(ws@8.21.0)':
+  '@prismshadow/agenthub@0.4.0(ws@8.21.0)':
     dependencies:
       '@anthropic-ai/bedrock-sdk': 0.26.4
       '@anthropic-ai/sdk': 0.81.0
@@ -4181,6 +4251,10 @@ snapshots:
 
   agent-base@7.1.4: {}
 
+  ansi-regex@6.2.2: {}
+
+  ansi-styles@6.2.3: {}
+
   any-promise@1.3.0: {}
 
   anynum@1.0.0: {}
@@ -4257,6 +4331,8 @@ snapshots:
       loupe: 3.2.1
       pathval: 2.0.1
 
+  chalk@5.6.2: {}
+
   character-entities-html4@2.1.0: {}
 
   character-entities-legacy@3.0.0: {}
@@ -4273,12 +4349,27 @@ snapshots:
 
   chownr@3.0.0: {}
 
+  cliui@9.0.1:
+    dependencies:
+      string-width: 7.2.0
+      strip-ansi: 7.2.0
+      wrap-ansi: 9.0.2
+
   comma-separated-tokens@2.0.3: {}
 
   commander@13.1.0: {}
 
   commander@4.1.1: {}
 
+  concurrently@10.0.3:
+    dependencies:
+      chalk: 5.6.2
+      rxjs: 7.8.2
+      shell-quote: 1.8.4
+      supports-color: 10.2.2
+      tree-kill: 1.2.2
+      yargs: 18.0.0
+
   confbox@0.1.8: {}
 
   consola@3.4.2: {}
@@ -4343,6 +4434,8 @@ snapshots:
 
   electron-to-chromium@1.5.387: {}
 
+  emoji-regex@10.6.0: {}
+
   encodeurl@2.0.0: {}
 
   enhanced-resolve@5.21.6:
@@ -4571,6 +4664,10 @@ snapshots:
 
   gensync@1.0.0-beta.2: {}
 
+  get-caller-file@2.0.5: {}
+
+  get-east-asian-width@1.6.0: {}
+
   get-intrinsic@1.3.0:
     dependencies:
       call-bind-apply-helpers: 1.0.2
@@ -5426,6 +5523,10 @@ snapshots:
       '@rollup/rollup-win32-x64-msvc': 4.62.0
       fsevents: 2.3.3
 
+  rxjs@7.8.2:
+    dependencies:
+      tslib: 2.8.1
+
   safe-buffer@5.2.1: {}
 
   safer-buffer@2.1.2: {}
@@ -5465,6 +5566,8 @@ snapshots:
 
   setprototypeof@1.2.0: {}
 
+  shell-quote@1.8.4: {}
+
   shiki@4.3.1:
     dependencies:
       '@shikijs/core': 4.3.1
@@ -5520,11 +5623,21 @@ snapshots:
 
   std-env@3.10.0: {}
 
+  string-width@7.2.0:
+    dependencies:
+      emoji-regex: 10.6.0
+      get-east-asian-width: 1.6.0
+      strip-ansi: 7.2.0
+
   stringify-entities@4.0.4:
     dependencies:
       character-entities-html4: 2.1.0
       character-entities-legacy: 3.0.0
 
+  strip-ansi@7.2.0:
+    dependencies:
+      ansi-regex: 6.2.2
+
   strnum@2.4.0:
     dependencies:
       anynum: 1.0.0
@@ -5547,6 +5660,8 @@ snapshots:
       tinyglobby: 0.2.17
       ts-interface-checker: 0.1.13
 
+  supports-color@10.2.2: {}
+
   tailwindcss@4.3.2: {}
 
   tapable@2.3.3: {}
@@ -5784,14 +5899,33 @@ snapshots:
       siginfo: 2.0.0
       stackback: 0.0.2
 
+  wrap-ansi@9.0.2:
+    dependencies:
+      ansi-styles: 6.2.3
+      string-width: 7.2.0
+      strip-ansi: 7.2.0
+
   ws@8.21.0: {}
 
   xml-naming@0.1.0: {}
 
+  y18n@5.0.8: {}
+
   yallist@3.1.1: {}
 
   yallist@5.0.0: {}
 
   yaml@2.9.0: {}
 
+  yargs-parser@22.0.0: {}
+
+  yargs@18.0.0:
+    dependencies:
+      cliui: 9.0.1
+      escalade: 3.2.0
+      get-caller-file: 2.0.5
+      string-width: 7.2.0
+      y18n: 5.0.8
+      yargs-parser: 22.0.0
+
   zwitch@2.0.4: {}
diff --git a/scripts/dev-prebuild.mjs b/scripts/dev-prebuild.mjs
new file mode 100644
index 0000000..42894fe
--- /dev/null
+++ b/scripts/dev-prebuild.mjs
@@ -0,0 +1,168 @@
+#!/usr/bin/env node
+/**
+ * Serialized dev prestep: ensure dependencies are installed, then build the workspace deps
+ * the dev servers consume (skills, core).
+ *
+ * dev:server and dev:web must both build packages/skills and packages/core before starting
+ * (never start on stale deps — see the 2026-07-17 design changelog entry), and every dev
+ * command needs `pnpm install` to be current (a fresh clone, or a pulled lockfile change,
+ * otherwise starts against missing/stale packages). But when two dev commands launch at the
+ * same time in separate terminals, concurrent installs/builds would race (tsup runs with
+ * clean:true, so one build deletes files the other just wrote). This script makes the
+ * prestep safe and cheap to invoke concurrently:
+ *
+ * - An exclusive on-disk lock serializes invocations; a second invocation waits instead of
+ *   clobbering. The lock (and the stamps below) live under the OS temp directory keyed by
+ *   the repo path, so they exist even before node_modules does (a fresh clone can run any
+ *   dev command directly). Locks left behind by crashed runs are stolen when the holder PID
+ *   is dead or the lock is impossibly old.
+ * - Install freshness is stamped with the pnpm-lock.yaml content hash: `pnpm install` runs
+ *   only when node_modules is missing or the lockfile changed since the last stamped
+ *   install, so the usual dev start pays nothing.
+ * - A build success stamp collapses duplicate builds: an invocation that acquires the lock
+ *   right after another one finished (within SKIP_WINDOW_MS) skips the rebuild, so a
+ *   simultaneous dev:server + dev:web start builds once, and dev:server's inner
+ *   re-invocation (from packages/server's dev script) is a no-op. The window is
+ *   deliberately tiny so a human edit-then-restart cycle always rebuilds.
+ *
+ * Usage: `node scripts/dev-prebuild.mjs` (install + build skills/core) or
+ * `node scripts/dev-prebuild.mjs --install-only` (dev:docs / dev:landing — no workspace
+ * deps to build, but installs must still be current).
+ */
+import { createHash } from "node:crypto";
+import { spawnSync } from "node:child_process";
+import { existsSync, mkdirSync, readFileSync, rmSync, statSync, writeFileSync } from "node:fs";
+import os from "node:os";
+import path from "node:path";
+import { fileURLToPath } from "node:url";
+
+const ROOT = path.resolve(path.dirname(fileURLToPath(import.meta.url)), "..");
+const INSTALL_ONLY = process.argv.includes("--install-only");
+
+// Lock and stamps live in the OS temp dir keyed by the repo path (NOT under node_modules:
+// they must exist before the first install, and per-checkout isolation comes from the key).
+const KEY = createHash("sha1").update(ROOT).digest("hex").slice(0, 12);
+const LOCK_DIR = path.join(os.tmpdir(), `penguin-dev-${KEY}.lock`);
+const PID_FILE = path.join(LOCK_DIR, "pid");
+const INSTALL_STAMP = path.join(os.tmpdir(), `penguin-dev-${KEY}.install-stamp`);
+const BUILD_STAMP = path.join(os.tmpdir(), `penguin-dev-${KEY}.build-stamp`);
+const STALE_LOCK_MS = 10 * 60 * 1000; // no install+build takes 10 minutes; older locks are leftovers
+const SKIP_WINDOW_MS = 5_000;
+
+const sleep = (ms) => new Promise((resolve) => setTimeout(resolve, ms));
+
+function holderAlive(pid) {
+  try {
+    process.kill(pid, 0);
+    return true;
+  } catch {
+    return false;
+  }
+}
+
+/** One attempt to take the lock; on failure, steal it if the holder crashed. */
+function tryAcquire() {
+  try {
+    mkdirSync(LOCK_DIR); // atomic: EEXIST when someone else holds it
+    writeFileSync(PID_FILE, String(process.pid));
+    return true;
+  } catch (err) {
+    if (err.code !== "EEXIST") throw err;
+    let holder = NaN;
+    try {
+      holder = Number(readFileSync(PID_FILE, "utf8"));
+    } catch {
+      // pid not written yet (or lock just released) — retry on the next poll
+    }
+    let age = 0;
+    try {
+      age = Date.now() - statSync(LOCK_DIR).mtimeMs;
+    } catch {
+      return false; // lock vanished between checks — retry
+    }
+    if ((Number.isFinite(holder) && !holderAlive(holder)) || age > STALE_LOCK_MS) {
+      rmSync(LOCK_DIR, { recursive: true, force: true });
+    }
+    return false;
+  }
+}
+
+const release = () => rmSync(LOCK_DIR, { recursive: true, force: true });
+
+function readText(file) {
+  try {
+    return readFileSync(file, "utf8");
+  } catch {
+    return null;
+  }
+}
+
+/**
+ * Ensure `pnpm install` is current: runs it when node_modules is missing or the
+ * pnpm-lock.yaml hash differs from the last stamped install. Returns false on failure.
+ */
+function ensureInstalled() {
+  const lock = readText(path.join(ROOT, "pnpm-lock.yaml"));
+  const hash = createHash("sha256")
+    .update(lock ?? "")
+    .digest("hex");
+  if (existsSync(path.join(ROOT, "node_modules")) && readText(INSTALL_STAMP) === hash) {
+    return true;
+  }
+  console.log("[dev-prebuild] dependencies missing or lockfile changed; running pnpm install...");
+  const res = spawnSync("pnpm", ["install"], { cwd: ROOT, stdio: "inherit" });
+  if (res.status !== 0) return false;
+  writeFileSync(INSTALL_STAMP, hash);
+  return true;
+}
+
+let announced = false;
+while (!tryAcquire()) {
+  if (!announced) console.log("[dev-prebuild] another dev prestep is running; waiting...");
+  announced = true;
+  await sleep(500);
+}
+for (const sig of ["SIGINT", "SIGTERM", "SIGHUP"]) {
+  process.on(sig, () => {
+    release();
+    process.exit(1);
+  });
+}
+
+let exitCode = 1;
+try {
+  if (!ensureInstalled()) {
+    exitCode = 1;
+  } else if (INSTALL_ONLY) {
+    exitCode = 0;
+  } else {
+    let stampAge = Infinity;
+    try {
+      stampAge = Date.now() - statSync(BUILD_STAMP).mtimeMs;
+    } catch {
+      // no stamp yet — build
+    }
+    if (stampAge < SKIP_WINDOW_MS) {
+      console.log("[dev-prebuild] deps were just built by a concurrent invocation; skipping.");
+      exitCode = 0;
+    } else {
+      console.log("[dev-prebuild] building skills + core...");
+      const res = spawnSync(
+        "pnpm",
+        [
+          "--filter",
+          "@prismshadow/penguin-skills",
+          "--filter",
+          "@prismshadow/penguin-core",
+          "build",
+        ],
+        { cwd: ROOT, stdio: "inherit" },
+      );
+      if (res.status === 0) writeFileSync(BUILD_STAMP, String(Date.now()));
+      exitCode = res.status ?? 1;
+    }
+  }
+} finally {
+  release();
+}
+process.exit(exitCode);