菜单
Karpathy-style "think from first principles, verify with tiny scripts" research-engineer patterns. Reinforces the autoresearch + get-shit-down operating loops.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use when: applying Matt Pocock engineering skills for diagnosis, TDD, architecture improvement, issue breakdown, PRD creation, or rigorous TypeScript/codebase analysis.
Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more testable and AI-navigable.
Sets up an `## Agent skills` block in AGENTS.md/CLAUDE.md and `docs/agents/` so the engineering skills know this repo's issue tracker (GitHub or local markdown), triage label vocabulary, and domain doc layout. Run before first use of `to-issues`, `to-prd`, `triage`, `diagnose`, `tdd`, `improve-codebase-architecture`, or `zoom-out` — or if those skills appear to be missing context about the issue tracker, triage labels, or domain docs.
Break a plan, spec, or PRD into independently-grabbable issues on the project issue tracker using tracer-bullet vertical slices. Use when user wants to convert a plan into issues, create implementation tickets, or break down work into issues.
Turn the current conversation context into a PRD and publish it to the project issue tracker. Use when user wants to create a PRD from the current context.
Use when: working with OpenAI Codex plugins, plugin marketplaces, plugin manifests, plugin-bundled skills, or the openai/plugins repository. Helps inspect .codex-plugin/plugin.json, .agents/plugins/marketplace.json, and installed Codex plugin cache.
| name | andrej-karpathy-skills |
| description | Karpathy-style "think from first principles, verify with tiny scripts" research-engineer patterns. Reinforces the autoresearch + get-shit-down operating loops. |
| source | https://github.com/karpathy |
| integration | reference-only |
| status | descriptor-only |
Descriptor-only registration (P9 batch). The user reference was "anddrej-karpathy-skills" — normalized to andrej-karpathy-skills.
skills/autoresearch and skills/get-shit-down loops: form one falsifiable hypothesis, make the smallest reversible change, measure immediately.When the agent is tempted to "add another abstraction layer" before measuring, stop and consult this skill. Prefer one more probe over one more refactor.