Together AI webinar dissects Ripple-65B: a 65B dense coding model trained on 12T tokens

togethercompute · x · 2026-11-14

Together AI and Ricursive Intelligence host a technical webinar on Nov 17 breaking down how Ripple-65B Preview was built: a dense 65B Transformer pretrained on 12T tokens with 1M context that runs locally on DGX Spark. Dan Zhang covers architecture choices (dense over MoE), which ablations held up, what failed, lessons from real RL runs, and how to plug Ripple into coding agents and developer workflows.

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