Banbury Road's Kardashev-0.7 trains 32 distinct models together with reinforcement learning

MarceloDeAviz · reddit · 2026-10-06

Banbury Road announced Kardashev-0.7, a population of 32 distinct models trained jointly with reinforcement learning for "Population Scaling" — letting models learn complementary specializations so that model count and collaboration become a new scaling axis. An open evaluation question: how much does joint population training improve over an ensemble of independently trained models at the same total compute?

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