Replace verbose, complex code structures with simpler, more readable alternatives. Prefer existing methods over inline complex logic, use built-in functions instead of manual implementations, and leverage modern Python features for cleaner code.

Examples of improvements:

This approach reduces code complexity, improves maintainability, and makes the codebase more readable while preventing potential errors from overly complex implementations.