Workflow Test-Fix Cycle

End-to-end test-fix workflow pipeline: generate test sessions with progressive layers (L0-L3), AI code validation, and task generation (Phase 1), then execute iterative fix cycles with adaptive strategy engine until pass rate >= 95% (Phase 2).

Architecture Overview