kuchaev: ChatGPT, o1, and agents weren't scaling wins but training-stack innovations

kuchaev · x · 2026-11-08

kuchaev argues each capability jump came from training innovations, not scaling: ChatGPT was unlocked by alignment/RLHF over GPT-3, o1-style reasoning models required post-training innovation (RLVR), and agentic models needed new training-stack work beyond reasoning models. Innovation, he says, will continue.

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