zning1994

Use when user wants to optimize, improve, benchmark, or evaluate a skill's prompt. Triggers on "optimize skill", "improve skill prompt", "benchmark skill", "eval skill", "run autoresearch", "tune prompt", "prompt optimization", "skill evaluation", "A/B test prompt", "find best prompt", "auto-improve skill". Runs automated prompt experiments using the Karpathy autoresearch pattern.

Organize project documentation by size, audience, and freshness. Trigger when setting up docs for a new project, restructuring existing documentation, slimming a bloated CLAUDE.md/AGENTS.md, deciding where a doc should live, or on doc best practices questions. Also trigger when CLAUDE.md exceeds ~250 lines or docs are duplicated across files. Triggers on: organize docs, reorganize documentation, slim CLAUDE.md, AGENTS.md too long, where to put docs, docs structure, doc best practices, set up documentation, docs are messy, flatten docs, doc migration.

Help users decide what to cook and how to cook it. Use when the user asks what to eat, what to cook with available ingredients, how to make a specific dish, or how to fix a cooking technique problem. Default to Chinese home cooking, practical technique guidance, and lightly lively human phrasing.