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Karpathy-style "think from first principles, verify with tiny scripts" research-engineer patterns. Reinforces the autoresearch + get-shit-down operating loops.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
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.