Simplified pseudo-code transformation engine with stable specification reference. 6-step pipeline, architecture-aware generation, comprehensive validation across 6 dimensions, workflow coordination to prevent cc10x hijacking, mandatory specification-reference.md entry point, four-layer context protection (reference + markers + merging + recovery) for stable specification-driven TDD workflows. 140+ test cases validating stable context preservation.