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AI is becoming more capable but harder to understand. Decisions are automated, yet humans remain accountable. This is why explainability must move beyond models and outputs, toward helping people keep clarity, confidence, and judgement when working with AI systems over time. #explainableAI #AIgovernance #AIleadership #HumanCenteredAI