Every other source here puts two people in a room. Welch Labs draws. One narrator, an animation, and a claim worked through until you can see why it holds — the compute-optimal frontier no model has crossed, the sparse autoencoders that pull nameable concepts back out of a network, LeCun's case that language was the wrong place to start. One title does this whole collection's work in six words: the moment we stopped understanding AI. That moment has a date, a paper and eight pages, and this is where you can watch it happen.

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