Supervision Debt
The hidden cost of agentic AI—and why human validation becomes the scarce resource as automated generation scales.

The hidden cost of agentic AI—and why human validation becomes the scarce resource as automated generation scales.

MCIAIR studies capability, responsibility, and the human systems surrounding increasingly autonomous AI.
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Research papers, technical observations, and updates from MCIAIR.