Algorithmic bias produces unfair outcomes (Chapter 25) - Lack of explainability undermines trust (Chapter 26) - AI systems make decisions that violate organizational values - *Mitigation:* Bias testing in the ML pipeline. Explainability requirements in governance tiers. Ethics review board with dive