Hand-writing all weights of a 100k-param model beats training it at spotting fake legal citations

AaronBergman18 · x · 2026-11-04

Developer jacsebl showed a model called fable hand-writing the weights of a 100k-parameter neural network to recognize real versus fake legal citations — reportedly one-shotting a full NN that outperforms training it. A striking demo of weight-space programming.

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