Tier 1: Only for sources you can verify exist - Tier 2: Attributed but unverified claims — use "Research suggests..." framing - Tier 3: Clearly labeled illustrative examples 4. **Maintain voice consistency** with the existing chapters 5. **Test code examples** if modifying any Python code 6. **Submi