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Maintain structural integrity and consistency across your codebase by enforcing the PRISM target architecture. This skill specializes in reviewing Python code to ensure it correctly implements the Template Method pattern for experiment runners and the Strategy pattern for training algorithms. By providing a comprehensive checklist for inheritance, hook methods, and separation of concerns, it helps developers avoid common anti-patterns like overriding template methods or mixing environment setup with data loading. It is an essential tool for ensuring that new components remain testable, modular, and aligned with project-specific design standards.
