SIGNAL//DESK
C4AIL/awarenesssrc: C4AIL canon

Confidence Plateau

The Confidence Plateau is like using a GPS that always tells you you're on the right path even when it's leading you off a cliff; because the technology hides your mistakes, you feel like an expert driver while your actual ability to navigate on your own slowly disappears.

A phenomenon where AI-assisted workflows mask the small, iterative errors that typically force a user to refine their skills, leading the user to overestimate their proficiency because they are no longer receiving the immediate, corrective feedback loops necessary for genuine mastery.

The Dunning-Kruger Peak turned structural: because AI hides the failures that used to calibrate a professional, users mistake the tool's competence for their own and accumulate Comprehension Debt they cannot see until something breaks. (C4AIL.)


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