Why aren't people talking about compression-aware intelligence

Compression-Aware Intelligence is the idea that intelligence fails not when models lack knowledge, but when meaning is forced through representations that cannot safely compress or persist it across time.

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compression-aware intelligence says systems fail not because they lack knowledge, but because meaning is forced through representations that cannot safely compress it or carry it forward.

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CAI score tells you if your model’s reasoning holds under prompt variation