Laboratory
Entity that develops or publishes the model and maintains its technical and safety documentation.
VERIFIED ORGANISATION
Ricursive Intelligence
Explore the documented models, published evaluations and primary sources associated with this organisation.
01 / MODELS
Verified catalogue
DENSE 65B-PARAMETER ASSISTANT
Ripple-65B Preview
Ricursive Intelligence text and coding assistant released on November 4, 2026. It is a dense Transformer with 65 billion parameters and 80 layers, pretrained on 12 trillion tokens. This profile groups BF16 weights and their NVFP4 variant, with validation specific to each precision.
05 NOV 2026↗ PRETRAINED BASE MODELRipple-65B Base Preview
A 65-billion-parameter base checkpoint of the Ripple family included in the November 4 release. It is the model after pretraining on 12 trillion tokens, without the later instruction or long-context adaptation stages. It serves as a starting point for research and further training.
05 NOV 2026↗ AUXILIARY DRAFT MODEL FOR SPECULATIVE DECODINGRipple DFlash2
Auxiliary BF16 model with 4,037,752,064 parameters and five layers to accelerate Ripple through speculative decoding. It proposes token blocks from the target model’s internal states, which the target then verifies. It requires Ripple-65B Preview or its NVFP4 variant and does not work as an independent assistant.
05 NOV 2026↗02 / EVALUATIONS
Published results
Figures are shown with the context reported by their source. A provider result is not an independent comparison and does not replace your own evaluation.
| Model | Benchmark | Result | Metric |
|---|---|---|---|
| Ripple-65B Preview | Terminal-Bench 2.1 | 80,5 / 100 | Score |
| Ripple-65B Preview | SWE-bench Pro v2.0 Hard | 79,1 / 100 | Score |
| Ripple-65B Base Preview | MMLU (base, 5-shot MC) | 83,7 / 100 | Score |
03 / METHOD
How to read the directory
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Model
Identifiable version with limits, modalities, and behavior that may change between releases.
Access channel
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Source and date
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04 / SOURCES
Traceability
TECHNICAL SHEETOfficial model cardhuggingface.co↗LAUNCHOfficial release recordwww.ricursive.com↗DISPONIBILIDADPublic files and weightshuggingface.co↗PRICESPublic API channel catalogopenrouter.ai↗TECHNICAL SHEETOfficial model cardhuggingface.co↗DISPONIBILIDADPublic files and weightshuggingface.co↗TECHNICAL SHEETOfficial model cardhuggingface.co↗DISPONIBILIDADPublic files and weightshuggingface.co↗