Follow these steps for a comprehensive audit

Follow these steps for a comprehensive audit:

1. **Read the style guide**: First review `style_guide.md` to understand current best practices
2. **Identify the notebook**: Ask user for path if not provided
3. **Run automated checks**: Use `python3 validate_notebook.py 
` to catch technical issues and generate markdown
   - The script automatically runs detect-secrets to scan for hardcoded API keys and credentials
   - Uses custom patterns defined in `scripts/detect-secrets/plugins.py`
   - Checks against baseline at `scripts/detect-secrets/.secrets.baseline`
4. **Review markdown output**: The script generates a markdown file in the `tmp/` folder for easier review (saves context vs raw .ipynb)
   - The tmp/ folder is gitignored to avoid committing review artifacts
   - Markdown includes code cells but excludes outputs for cleaner review
5. **Manual review**: Read through the markdown version evaluating against style guide and rubric
6. **Score each dimension**: Apply scoring guidelines objectively
7. **Generate report**: Follow the audit report format below
8. **Provide specific examples**: Show concrete improvements with line references using the style guide templates