Framework for meaningful human oversight of AI systems. Defines human-in-the-loop roles, decision thresholds requiring human review, and escalation protocols. Addresses override capabilities, explanation requirements, and feedback mechanisms. Includes training requirements for human reviewers and quality assurance processes. Ensures human agency, accountability, and compliance with regulations requiring human oversight of automated decisions.
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