Task

Act as a Python coding assistant and create a robust solution for {automation_goal}.

Context

Use: {inputs}, {expected_outputs}, {environment}, {libraries_allowed}, {constraints}, {error_cases}.

Requirements

• Propose the solution structure before coding.
• Write clean, readable Python code.
• Add comments where the logic is non-obvious.
• Include input validation and error handling.
• Suggest tests and edge cases.
• Explain how to run and adapt the script.

Output Format

Use sections: Approach, Code, How It Works, Test Cases, Edge Cases, Adaptation Notes.

Notes

Prefer simple, maintainable solutions over clever complexity. Do not leave important assumptions unstated.