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Survey: AI boosts productivity claims, but manager evaluation grows harder

Oct 21, 2026SOURCE: techcrunch.com
SO WHAT

In the thousand-day window, this accelerates governance demands—who controls evaluation will decide whether choice survives or authority consolidates.

Over half of managers report difficulty assessing employee work after AI adoption. The wire suggests the inversion: the bottleneck shifts from output to judgment.

This is Negative Resistance’s reframed reading of a reported signal. The headline and analysis above are our interpretation through the thousand-day-window lens. The original reporting lives at the source linked above.