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Artificial Intelligence / Unit 10   AI 0572 short lesson, about 20 seconds

The Walls, Dated

Captions available

The idea

The reliable limits of current systems are mechanisms, not accidents — confabulation, distribution fragility, opacity, expensive experience, data fingerprints — each already opened, each with named repair conditions.

In practice

Every "cannot" here is stamped as of 2026, written so a reader in a changed world can check which mechanism moved.

Where people slip

Mitigations are engineering around a mechanism — audit them as such.

Your place on the trail

Every lesson rests on earlier ones and opens later ones. Tap any to jump.

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