Audit and set up a codebase for agentic AI development using the 16-principle manifesto
Reviews code for architectural compliance and design integrity
Injects mistake-derived test requirements into the TDD pipeline
Clusters similar lessons and synthesizes testable patterns
Reviews UI code for design quality against the build-great-things quality checklist. Conditional — only activates when the Verification Contract includes design_craft_check evidence.
Analyzes repository structure, conventions, and patterns
Decompose a large system specification into cook-it-ready epic beads via DDD bounded contexts
Reflect on the cycle and capture high-quality lessons for future sessions