Use when someone needs a plain-language explanation of how an existing feature or edge case behaves in the codebase. Triggers - non-technical stakeholder asks how something works, need code-informed functional explanation, need to understand rules or edge cases without implementation planning.
Use when a developer wants to go from rough idea to working code autonomously. Triggers - imperfect prompt, solo dev wants full pipeline, "just build it", idea to implementation without manual steps.
Use when creating a new agentic workflow skill. Triggers - need new multi-step orchestrated process, want to add workflow to agentic framework, building spec-driven pipeline.
Use when debugging bug reports, CI failures, test failures, runtime errors, or flaky tests. Takes error logs, stack traces, or issue descriptions and systematically investigates to a verified fix. Evidence-based, no guessing.
Use when implementing from a technical plan (from agentic:technical-planning or planning mode). Triggers - "implement this plan", "implement technical plan", technical plan file provided.
Use when reviewing a pull request for code quality, test coverage, and security. Triggers - "review PR", "review pull request", PR number or link provided, code review request.
Use when transforming a raw idea into a precise product specification. Triggers - vague feature request, new product idea, need rigorous requirements before design.
★not rated 4 5mo agoA32 tokens
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