AnalysisAI ModelsNovember 2, 2026

Analysis pushes back on claims LLMs can read and write neural network weights

Sean Goedecke argues a smart human ML researcher could do what GPT-6 Astra did: identify a small network's game from labeled input channels and weight norms computable in three lines of Python. He concedes Astra's weight edit raised Qwen3.5-0.8B MATH-500 from 7.9% to 48.1%.