cookbook-auditlisted

# Cookbook Audit ## Instructions Review the requested Cookbook notebook using the guidelines and rubrics in `style_guide.md`. Provide a score based on scoring guidelines and recommendations on improving the cookbook. The style guide provides detailed templates and examples for: - Problem-focused introductions with Terminal Learning Objectives (TLOs) and Enabling Learning Objectives (ELOs) - Prerequisites and setup patterns - Core content structure - Conclusions that map back to learning objectives **IMPORTANT**: Always read `style_guide.md` first before conducting an audit. The style guide contains the canonical templates and good/bad examples to reference. ## Workflow 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 <path>` 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 bu