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.
Simplified pseudo-code transformation engine with 6-step pipeline, architecture-aware generation, comprehensive validation across 6 dimensions, workflow coordination to prevent cc10x hijacking, and specification-driven cc10x integration via activeContext injection for TDD workflows.
Transform natural language requirements into structured, validated pseudo-code with comprehensive session memory integration, project context isolation, context-aware architecture analysis, and intelligent token-efficient execution. Includes 9 skills with full memory lifecycle, 6 agents, 7 commands, and 4 hooks with per-project pattern learning, automatic user preference retention, cached PROJECT_TREE reuse, and continuous quality improvement.