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Acts as a specialized router and knowledge resource for the DiPeO code generation ecosystem, managing the transition from high-level TypeScript models to backend implementations. It provides deep visibility into the entire codegen pipeline—including IR builder logic, AST processing, and Jinja template modifications—while enforcing strict architectural standards like snake_case naming and type safety. The skill helps developers diagnose issues across the transformation stack and facilitates the creation of new node types by offering pattern references and automated escalation for complex multi-file generation tasks.