Weight-space programming result reproduced, but 'emergent' claim disputed

anshulkundaje · x · 2026-11-03

Alex Krentsel reproduced the MIT blog post's weight-space programming results and added that this is a step-change emerging capability appearing only in the latest models.

@probablybots pushes back: hypernetworks have existed for years and building an RL env for weight generation/modification in smaller models is straightforward—it likely isn't emergent, and may just reflect math/code diminishing returns as labs move on.

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