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Fluency, Decoupled Again

This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.

State

Fluency was our species' proxy for understanding, and industrial language models have decoupled the two — making the old proxy more dangerous, not less.

Show

Unit 1's chatbot lesson returns at a quality level its era never imagined; the reflex it warned against now meets far better bait.

Watch for

Confidence in the output is cadence, not calibration — read it as a claim to be tested.