Unsupervised Learning

There are a bunch of different transitions happening right now—all at the same time, all (I think) heading in the same direction. Here is a long-form exploration of the various pieces.
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A welcome back and early entry into 2026.
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How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence.
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How humans and AI models both share the weakness of deterioration without novel inputs.
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Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference.
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