- Maintain living context files (e.g., CLAUDE.md) encoding project standards and preferences.
- Design automated verification systems like hooks and CI gates to ensure code quality without manual line-by-line review.
- Convert manual corrections into rules, patterns, and reusable skills to prevent recurring issues.
- Coordinate multiple AI agents on concurrent workstreams to maintain system coherence.
- Identify and resolve logic errors, architectural drift, and API hallucinations.
- Own features end-to-end, spanning database schema design to UI implementation.
- Allocate time to system improvement and architectural investment alongside feature delivery.