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Ripple-65B Preview

Ricursive Intelligence · 2026-11-04 · 64.8B parameters

Ripple-65B Preview is Ricursive Intelligence's open-weight dense Transformer, a general-purpose variant of the model behind its chip design platform, pretrained on 12 trillion tokens with up to 1M tokens of context. The instruction-tuned BF16 checkpoint holds 64,782,689,360 parameters across 80 layers at d_model 5120, under Apache 2.0, with NVFP4 and base variants alongside. Ricursive released it on November 4, 2026.

Launch post · Model card

Benchmark scores

BenchmarkScoreSource
AA-LCR75.0Ripple-65B Preview model card · Ricursive Intelligence
AIME 202598.3Ripple-65B Preview model card · Ricursive Intelligence
AIME 202695.0Ripple-65B Preview model card · Ricursive Intelligence
AutomationBench (Public Set)36.4Ripple-65B Preview model card · Ricursive Intelligence
Capability154.5Capability · atlas
DeepSWE v1.144.3Ripple-65B Preview model card · Ricursive Intelligence
GPQA Diamond85.2Ripple-65B Preview model card · Ricursive Intelligence
HMMT Feb 202690.5Ripple-65B Preview model card · Ricursive Intelligence
IFBench - release-reported instruction following79.2Ripple-65B Preview model card · Ricursive Intelligence
MMLU Pro84.2Ripple-65B Preview model card · Ricursive Intelligence
SciCode39.4Ripple-65B Preview model card · Ricursive Intelligence
SWE-Bench Pro (Public Dataset)61.4Ripple-65B Preview model card · Ricursive Intelligence
SWE-Bench Pro V2 — Hard79.1Ripple-65B Preview model card · Ricursive Intelligence
SWE-bench Verified76.5Ripple-65B Preview model card · Ricursive Intelligence
Terminal-Bench 2.180.5Ripple-65B Preview model card · Ricursive Intelligence
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