Use this to ensure comprehensive coverage

Use this to ensure comprehensive coverage:

**Introduction** (See style_guide.md Section 1)
- [ ] Hooks with the problem being solved (1-2 sentences)
- [ ] Explains why it matters (1-2 sentences)
- [ ] Lists learning objectives as bullet points (2-4 TLOs/ELOs)
- [ ] Focuses on value delivered, not machinery built
- [ ] Optional: mentions broader applications (1 sentence)

**Prerequisites & Setup** (See style_guide.md Section 2)
- [ ] Lists required knowledge clearly
- [ ] Lists required tools (Python version, API keys)
- [ ] Mentions recommended background if applicable
- [ ] Uses %%capture for pip install to suppress output
- [ ] Uses dotenv.load_dotenv() not os.environ
- [ ] Defines MODEL constant at top
- [ ] Groups related installs in single command

**Structure & Organization**
- [ ] Has logical section progression
- [ ] Each section teaches through demonstration
- [ ] Code blocks have explanatory text before them
- [ ] Includes what we learned after code blocks
- [ ] Uses headers to break up sections

**Conclusion** (See style_guide.md Section 4)
- [ ] Maps back to learning objectives
- [ ] Summarizes what was accomplished
- [ ] Suggests ways to apply lessons to user's context
- [ ] Points to next steps or related resources

**Code Quality**
- [ ] All code blocks have explanatory text before them
- [ ] No hardcoded API keys (automatically checked by detect-secrets)
- [ ] Meaningful variable names
- [ ] Comments explain "why" not "what"
- [ ] Follows language best practices
- [ ] Model name defined as constant at top of notebook

**Output Management**
- [ ] pip install logs suppressed with %%capture
- [ ] No verbose debug output
- [ ] Shows relevant API responses
- [ ] Stack traces only when demonstrating error handling

**Content Quality**
- [ ] Explains why approaches work
- [ ] Discusses when to use this approach
- [ ] Mentions limitations/considerations
- [ ] Provides transferable knowledge
- [ ] Appropriate model selection

**Technical Requirements**
- [ ] Executable without modification (except API keys)
- [ ] Uses non-deprecated API patterns
- [ ] Uses valid model names (claude-sonnet-4-6, claude-haiku-4-5, claude-opus-4-6)
- [ ] Uses non-dated model aliases (never dated IDs like claude-sonnet-4-6-20250514)
- [ ] Model name defined as constant at top of notebook
- [ ] Includes dependency specifications
- [ ] Assigned to primary category
- [ ] Has relevant tags