kalomaze: agents keep sneaking MSE regression losses into multimodally conditional ML problems

kalomaze · x · 2026-10-30

kalomaze points out a recurring failure mode: when LLM agents tackle exotic ML problems whose correct solutions are multimodally conditional, they love sneaking in MSE regression losses — collapsing the output to a mean and destroying the multimodal structure instead of handling the conditional distribution properly.

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