Why this architecture is bulletproof If you look at the terminal output when running this script, you will see exactly why this works so well for AI integration: Validating DAG containing 6 nodes... -> Graph validation passed. No missing dependencies. --- AI COMPILATION ORDER (Bottom-Up) --- 1. Build: AST_COMPILER (Leaf Node) 2. Build: MARKDOWN_PARSER (Leaf Node) 3. Build: GRAPH_BUILDER (Needs: MARKDOWN_PARSER) 4. Build: CONTEXT_HYDRATOR (Needs: GRAPH_BUILDER) 5. Build: TOPOLOGICAL_SORTER (Needs: GRAPH_BUILDER) 6. Build: LLM_ORCHESTRATOR (Needs: CONTEXT_HYDRATOR, TOPOLOGICAL_SORTER) Notice how LLM_ORCHESTRATOR is listed last. Even though it was written at the bottom of the original markdown, the algorithm mapped the dependencies and mathematically proved that the AI cannot generate the code for LLM_ORCHESTRATOR until CONTEXT_HYDRATOR and TOPOLOGICAL_SORTER have been fully generated and written to disk.