Use when fixing bugs found during a code review, processing each issue with explanation and test verification

Use when loading project context and architecture overview before starting implementation work, with optional focus on a specific area

Use when about to build or modify agent tools and needing to load tool docstring patterns and best practices first

Use when researching an unfamiliar external API before integration to verify feasibility, integration patterns, and limitations

Use when performing a technical pre-commit code review on recently changed files for bugs, security issues, and standards compliance

Use when creating a comprehensive implementation plan for a new feature including codebase analysis, API research, and parallel execution strategy

validate

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