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Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights

You read it right: Astra was asked to edit Qwen3.5-0.8B weights to improve math. It directly changed only 0.016% of weights, fixing 0.8B's reasoning loops & improving math up to 6x and even instruction following 3x, without gradients or training. Next step: Models that can edit themselves. submitte…

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Timeline · 4 reports

  1. 2026-11-02 20:18 · r/MachineLearning
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights [R]
  2. 2026-11-02 19:15 · r/LocalLLaMA
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights
  3. 2026-11-02 19:02 · r/mlscaling
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights
  4. 2026-11-02 18:45 · r/singularity
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights

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