- Remove blanket "write tests" instructions; tests only when acceptance criteria require them - Replace arbitrary "30-50% rejection rate" with clear directive - Replace "4/5 threshold" with "majority of claims" rule - List concrete quality gate commands instead of "whatever project uses" - Remove "learnings" from progress summary (too vague) - Make error-leak pattern generic (not HTTP-specific) - Align fix evaluator with updated test expectations
Generator-evaluator architecture with iterative context-reset for long-running coding tasks. Ships as a Claude Code plugin — install with /plugin and use /agent-loop:init, /agent-loop:plan, /agent-loop:run.