Codebase Refactoring & Maintenance

Ran a systematic over-engineering audit across several Python projects. Deduplicated shared helpers, removed dead stub functions, consolidated repeated error-handling patterns into a single decorator, and dropped an unused dependency. Net result: ~200 fewer lines, same behavior, verified by clean imports and a full pipeline dry-run.