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This meta-skill acts as an intelligent triage system for Python engineering, ensuring developers get the most precise expert guidance for their specific challenges. Instead of providing generic advice, it analyzes symptoms such as MyPy errors, slow Pandas operations, or async/await issues to route tasks to specialized specialists for modern syntax, project tooling, systematic delinting, and high-performance computing. It enforces a diagnosis-first methodology, prioritizing profiling before optimization and proper project setup before implementation to ensure robust, production-grade Python codebases.
