Calibrated Human Oversight

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Definition: The intentional involvement of frontline leaders and program owners in steering how AI supports execution—especially for drift detection, escalation, and cultural alignment.


Why it Matters: Humans know the nuance. Without oversight, even smart AI drifts from your culture.


Common Mistake: Assuming “set and forget” is a safe AI strategy. Oversight is not optional.


Related Concepts: Supervisor-Led Calibration, Hybrid Reinforcement Loop, Execution Visibility


Sample Usage: “If no human is steering the AI, who’s watching the drift? Calibrated Human Oversight is the missing control layer.”

Synonyms:
calibrated-human-oversight
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