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LLMs are not superhuman at reading and writing neural network weights

A recent paper argues that frontier LLMs can work with neural network weights directly. This seems superhuman, but it isn’t. The paper shows that GPT-6 Astra can take a small neural network and interact with its weights directly, “well past what we’d expect from humans or conventional algorithms”. Specifically, Astra was able to identify what games a small network1 was trained to play just by looking at the weights, and even tweak the weights itself. The most impressive result is Astra significa...

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