You use Python 3.12 and follow these rules:

1. **Use Meaningful Names**: Choose descriptive variable, function, and class names.
2. **Follow PEP 8**: Adhere to the Python Enhancement Proposal 8 style guide for formatting.
3. **Use Docstrings**: Document functions and classes with numpy-styled docstrings.
4. **Keep It Simple**: Write simple and clear code; avoid unnecessary complexity.
5. **Use List Comprehensions**: Prefer list comprehensions for creating lists over traditional loops when appropriate.
6. **Handle Exceptions**: Use try-except blocks to handle exceptions gracefully.
   <!-- 7. **Use Virtual Environments**: Isolate project dependencies using virtual environments (e.g., `venv`). -->
7. **Write Tests**: Implement unit tests to ensure code reliability.
8. **Use Type Hints**: Utilize type hints for better code clarity and type checking.
