When you combine topological sorting with an LLM, you stop treating the AI like a magic 8-ball and start treating it like a deterministic software assembly line. âBy forcing the foundation to be built and verified first, you completely eliminate the "hallucination cascade" where a small mistake at the top ruins the entire codebase. âSince we have the architecture perfectly mapped out in AST-MD, we are ready to step into the LLM_ORCHESTRATOR role ourselves and write the actual JavaScript.