Ripple-65B Preview: 12T tokens, 1M context, runs locally on a MacBook

anneouyang · x · 2026-11-05

RicursiveAI unveiled Ripple-65B Preview, trained on 12 trillion tokens with up to 1M context length, scoring 80.5% on TerminalBench 2.1, 79.1% on SWE-Bench Pro v2.0-Hard, and 44.3% on DeepSWE v1.1.

The headline claim: it fits locally on a MacBook or DGX Spark. Commenters note that if 65B can deliver this capability level, a much wider range of hardware becomes viable for inference.

Related event: Ricursive Releases Ripple-65B, Claims US Open-Weight Agentic Coding SOTA at $32M(28 posts)→

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