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MIT researchers use GPT-6 Astra to edit Qwen model weights, lifting math scores without training

MIT researchers say GPT-6 Astra directly edited 0.016% of Qwen3.5-0.8B's weights — 131,072 parameters, with no gradients or fine-tuning — raising MATH-500 from 7.9% to 48.1% and GSM8K from 13.8% to 67.1% by fixing a reasoning loop.

Read the full story at Techmeme ↗

Timeline · 17 reports

  1. 2026-11-03 17:54 · DEV Community — AI
    Weight-Space Programming Works: An LLM Fixed Qwen's Math Loop by Editing 0.016% of Its Weights
  2. 2026-11-03 14:30 · DEV Community — Machine Learning
    GPT-6 Astra Edited Qwen3.5-0.8B's Weights. The MATH-500 Jump Was a Loop Fix
  3. 2026-11-03 14:16 · DEV Community — Machine Learning
    Hydrogen-1.0 MIT Open Weights: Gated BF16, NVFP4 262K Context Cliff, and Vendor FSR vs GPT-6 Astra
  4. 2026-11-03 11:15 · DEV Community — AI
    Astra’s Weight‑Space Programming: A Practical Guide to Tuning Qwen
  5. 2026-11-03 05:35 · Analytics India Magazine
    MIT Researchers Show LLMs Can Read and Edit Neural Network Weights Without Retraining
  6. 2026-11-03 05:35 · Latent Space
    [AINews] LLMs can read & write neural network weights: "Weight Space Programming" cuts Autoresearch out of the RSI loop
  7. 2026-11-02 22:16 · VentureBeat AI
    'Like gene editing for neural networks': MIT researchers used GPT-6 Astra to edit Qwen's open weights directly, boosting math performance
  8. 2026-11-02 21:36 · r/LocalLLM
    MIT researchers say GPT-6 Astra improved a small Qwen model’s math score from 7.9% to 48.1% by directly editing just 0.016% of its weights, without gradient-based training.
  9. 2026-11-02 21:25 · r/LocalLLaMA
    GPT-6 Astra Edits Qwen Weights: MATH-500 7.9% to 48.1%
  10. 2026-11-02 21:00 · Ethan Mollick (X)
    If this holds up, it is big: "We asked GPT-6 Astra to edit Qwen3.5-0.8B weights to improve math
  11. 2026-11-02 20:18 · r/singularity
    MIT researchers say GPT-6 Astra improved a small Qwen model’s math score from 7.9% to 48.1% by directly editing just 0.016% of its weights, without gradient-based training.
  12. 2026-11-02 20:18 · r/MachineLearning
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights [R]
  13. 2026-11-02 20:00 · Techmeme
    Researchers say LLMs can be good at natively reading and writing neural network weights; GPT-6 Astra edited Qwen3.5-0.8B's weights to make it better at math (Rikiya Takehi)
  14. 2026-11-02 19:24 · Lobsters AI
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights
  15. 2026-11-02 19:15 · r/LocalLLaMA
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights
  16. 2026-11-02 19:02 · r/mlscaling
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights
  17. 2026-11-02 18:45 · r/singularity
    Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights

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