Governance, Safety & Risk Management

Guardrails and safety controls, risk and failure-mode identification, human-in-the-loop validation, regulatory compliance, and ethical AI.

1. 5.1Guardrails, Safety Controls, and the Surface a Risk Belongs To
2. 5.2Risks, Limitations, and the Failure Modes That Stay Silent
3. 5.3Human-in-the-Loop Validation: Placement, Pattern, and Proof
4. 5.4Regulatory Compliance as an Architecture Constraint
5. 5.5Ethical AI: Bias, Fairness, and Transparency