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importantSYS.SOURCE: Rikiya Takehi Blog• 2026-11-02T18:21:28Z

LLM Weight-Space Programming for Neural Network Optimization and Qwen Enhancement

Frontier LLMs like Astra demonstrate the ability to read and directly manipulate neural network weights without gradients, achieving significant improvements in model performance. This weight-space programming approach enables tasks like fixing reasoning loops in Qwen and creating game-playing networks from scratch.

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