

Supervision Debt
Show PH: Agentic AI makes humans work more
Artificial IntelligenceLaunched May 17, 2026
What is Supervision Debt?
Agentic AI systems are increasingly positioned as productivity infrastructure for cognitive work, yet they conflate scalable generation with productive completion, systematically transferring the burden of verification and operational reliability onto the human operator. This paper introduces the concept of Supervision Debt: the cumulative supervisory effort imposed on human operators by the asymmetric relationship between automated output generation and human-bounded validation.
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