Artificial Intelligence / Unit 9 AI 0520 short lesson, about 20 seconds
Fluency, Decoupled Again
Captions available
The idea
Fluency was our species' proxy for understanding, and industrial language models have decoupled the two — making the old proxy more dangerous, not less.
In practice
Unit 1's chatbot lesson returns at a quality level its era never imagined; the reflex it warned against now meets far better bait.
Where people slip
Confidence in the output is cadence, not calibration — read it as a claim to be tested.
Your place on the trail
Every lesson rests on earlier ones and opens later ones. Tap any to jump.
Unlocks
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