Chapter 9. Governance and operations

This chapter covers governance, human oversight, and operational patterns for context-aware systems.

Examples

• Personally Identifiable Information (PII) redaction: Microsoft Presidio
• Output validation: Pydantic
• Bias detection: Fairlearn
• AI gateway: LiteLLM
• Human-in-the-loop: Python
• Model fine-tuning: Python