القائمة
创建包含 sections、problems、solutions 和 explainers 的 exercise directory structures，并确保通过 linting。Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
超压缩 communication mode。Cuts token usage ~75% by dropping filler, articles, and pleasantries while keeping full technical accuracy. Use when user says "caveman mode", "talk like caveman", "use caveman", "less tokens", "be brief", or invokes /caveman.
使用 parallel sub-agents 为 module 生成多个 radically different interface designs。Use when user wants to design an API, explore interface options, compare module shapes, or mentions "design it twice".
面向棘手 bug 和性能回退的纪律化 diagnosis loop。Reproduce → minimise → hypothesise → instrument → fix → regression-test. Use when user says "diagnose this" / "debug this", reports a bug, says something is broken/throwing/failing, or describes a performance regression.
通过重组 sections、提升 clarity、收紧 prose 来编辑并改进 articles。Use when user wants to edit, revise, or improve an article draft.
设置 Claude Code hooks，在危险 git commands（push, reset --hard, clean, branch -D 等）执行前阻止它们。Use when user wants to prevent destructive git operations, add git safety hooks, or block git push/reset in Claude Code.
围绕 plan 或 design 持续 interview user，直到达成 shared understanding，并逐一解决 decision tree 的每个分支。Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".
| name | scaffold-exercises |
| description | 创建包含 sections、problems、solutions 和 explainers 的 exercise directory structures，并确保通过 linting。Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section. |
创建能通过 pnpm ai-hero-cli internal lint 的 exercise directory structures，然后用 git commit 提交。
exercises/ 下的 XX-section-name/（例如 01-retrieval-skill-building）XX.YY-exercise-name/（例如 01.03-retrieval-with-bm25）XX，exercise number = XX.YY每个 exercise 至少需要这些 subfolders 中的一个：
problem/ — student workspace，包含 TODOssolution/ — reference implementationexplainer/ — conceptual material，不含 TODOs创建 stub 时，除非 plan 指定其他 variant，否则默认使用 explainer/。
每个 subfolder（problem/、solution/、explainer/）都需要一个 readme.md，要求：
创建 stub 时，生成带 title 和 description 的最小 readme：
# Exercise Title
Description here
如果 subfolder 有 code，还需要 main.ts（>1 行）。但对 stubs 来说，readme-only exercise 可以接受。
mkdir -preadme.mdpnpm ai-hero-cli internal lint 验证linter（pnpm ai-hero-cli internal lint）检查：
problem/、solution/、explainer/）problem/、explainer/ 或 explainer.1/ 之一readme.md.gitkeep filesspeaker-notes.md filespnpm run exercise commandsmain.ts重新编号或移动 exercises 时：
git mv（不是 mv）重命名 directories，保留 git historyExample:
git mv exercises/01-retrieval/01.03-embeddings exercises/01-retrieval/01.04-embeddings
给定这样的 plan：
Section 05: Memory Skill Building
- 05.01 Introduction to Memory
- 05.02 Short-term Memory (explainer + problem + solution)
- 05.03 Long-term Memory
创建：
mkdir -p exercises/05-memory-skill-building/05.01-introduction-to-memory/explainer
mkdir -p exercises/05-memory-skill-building/05.02-short-term-memory/{explainer,problem,solution}
mkdir -p exercises/05-memory-skill-building/05.03-long-term-memory/explainer
然后创建 readme stubs：
exercises/05-memory-skill-building/05.01-introduction-to-memory/explainer/readme.md -> "# Introduction to Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/explainer/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/problem/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/solution/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.03-long-term-memory/explainer/readme.md -> "# Long-term Memory"