retrospective-codify
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empirical-prompt-tuning
Methodology for iteratively improving agent-facing instructions (skills / slash commands / CLAUDE.md / code-gen prompts) by having a bias-free executor run them and evaluating two-sidedly (executor self-report + instruction-side metrics) until improvements plateau. Use after creating or revising a prompt or skill.
38tech-article-reproducibility
Evaluate the reproducibility of technical articles. Dispatch a subagent to simulate a first-time reader reproducing the work locally and list missing information. Use as the final check on a draft before publication.
8ast-grep-practice
Operate ast-grep as a project lint tool. Covers sgconfig.yml, fix/rewrite rules, constraints, transform, testing, and CI. Use when writing rules ast-grep can express but general-purpose linters cannot.
6apm-usage
Use APM (Agent Package Manager) to manage agent skills and dependencies. Use when adding, removing, or updating skills in a project or globally, creating skills for a repository, or configuring apm.yml.
6justfile
Reference for just command runner. Provides justfile syntax and GitHub Actions examples.
5pi-coding-agent
Embed `@mariozechner/pi-coding-agent` as a coding-agent runtime in Node scripts, write pi extensions (plugins) with `pi.registerTool` / `pi.registerCommand` / `pi.on`, package and `pi install` from npm/git, and pick between the SDK and `pi --mode rpc` for non-Node hosts. Covers session setup, the cwd × tools factory trap, TypeBox tool schemas, and the `peerDependencies` rule.
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