Build a comprehensive responsible AI framework with bias detection, fairness metrics, mitigation strategies, and model transparency documentation.
## CONTEXT AI bias incidents cost companies an average of $5-50 million per event in regulatory fines, legal settlements, and reputational damage — and incidents are accelerating as AI systems make higher-stakes decisions in hiring, lending, healthcare, and criminal justice. Research shows that 78% of production ML…
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