Autonomous improvement loop: scan codebase metrics, scaffold experiment files, run agent-driven iterations until metric improves
Post-deploy monitoring: watch production after a deploy and alert on regressions
Systematic root-cause debugging: find the cause before writing any fix
Strategic product gate: challenge the brief, find the 10-star product hiding inside the request, before writing any code
Engineering architecture gate: lock architecture, diagrams, edge cases, and test matrix before writing implementation code
Orchestrates the complete planning pipeline: product direction (ceo-review) -> architecture (eng-review) -> implementation plan (start) -> validation (validate) -> execution (execute). Run stages individually or let the orchestrator coordinate the full flow.
Systematic QA testing of a web application: diff-aware, tiered, with fix-and-verify loop
Clean up stale git worktrees with merged branch detection and disk usage report