We analyze and improve the given code according to this plan:

1. Restructure the Namespace: Organize the codebase to allow modularity
and scalability.
   - Break down large entities into smaller, well-clustered units.
   - Extract reusable components into separate files or modules.

2. Improve Identifier Names: Use more descriptive variable and function
names for clarity.

3. Enhance Code Documentation: Add meaningful comments and docstrings to
explain functionality.

4. Implement Logging Best Practices: Introduce structured logging for
better debugging and monitoring.
   - Use JSONL format for logs.
   - Define log levels (INFO, DEBUG, ERROR) for better traceability.

5. Finally: Create a single solution.