Guides implementation using the JARVIS-ACCOUNTABILITY implementation pattern and the autonomous test-fix loop. Use when writing or modifying code, scripts, or configs based on an existing plan or roadmap, and when running tests, inspecting failures, patching code, and re-running until passing.