Human‑AI collaboration is shifting from abstract theory to everyday reality. The real question now is how we design systems where humans and AI amplify each other’s strengths without losing accountability, safety, or creativity. That’s where Human‑in‑the‑Loop, Human‑on‑the‑Loop, and Human‑over‑the‑Loop frameworks come in — three governance layers that define how humans stay meaningfully involved as AI systems scale. At the in‑the‑loop level, humans are embedded directly in decision cycles. Th...

Human–AI Loops

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