Simplified pseudo-code transformation engine with stable specification reference. 6-step pipeline, architecture-aware generation, comprehensive validation, workflow coordination, mandatory specification-reference.md entry point, and four-layer context protection (reference file + markers + merging + recovery) with 140+ test cases validating stable context preservation.
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.
Transform → Validate → Optimize pipeline (auto-chained)
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.
Convert natural language queries to code-style pseudo-code format following PROMPTCONVERTER methodology. Use when you need to transform verbose requests into concise function-like syntax that forces direct, logical communication.
Validate pseudo-code completeness and identify gaps
Session memory management for pseudo-code prompting - preserves transformation context, learned patterns, and user preferences across sessions