ricursiveai
Ricursive: Ripple 65B Preview
ricursiveai/ripple-65b-preview
Our take
AI-assisted analysis based on the sources below. Suitability is an editorial assessment; test it on your own workload.
Ricursive: Ripple 65B Preview (ricursiveai/ripple-65b-preview) is described by its developer as a 65B-parameter dense Transformer instruction model, pretrained on a 12-trillion-token mostly English text-and-code corpus and offering up to 1,048,576 tokens of context. The OpenRouter catalog lists text-in/text-out operation and native tool-calling support in BF16. Vendor-reported results emphasize reasoning and agentic coding, but the preview has relatively light posttraining and needs workload-specific validation.[1][2]
Strengths
Limitations
- Evidence is limited to the OpenRouter catalog and developer documentation; no independent evaluation is included in this source pack.[1][2]
- Posttraining is described as relatively light and focused on agentic coding, which may reduce confidence outside that emphasis.[2]
- The benchmark table mixes official and in-house scores, and the developer cautions that agentic-eval replication is difficult.[2]
Where to use it
- Candidate for agentic coding assistants and workflows that invoke external tools.[1][2]
- Candidate for long-document or large-codebase analysis that can benefit from the reported context window.[1][2]
- Candidate for local deployment experiments on NVIDIA DGX Spark-class hardware, pending task-specific testing.[2]
Sources
- [1] OpenRouter catalog · Ricursive: Ripple 65B PreviewSources checked: Nov 13, 2026
- [2] Model documentation · Ricursive: Ripple 65B PreviewSources checked: Nov 13, 2026
About this model
Description below is the original text supplied by OpenRouter, shown in the source language.
Ripple-65B-Preview by ricursiveAI, a 65B model with native tool calling, served in BF16.
Specifications
- Model ID
- ricursiveai/ripple-65b-preview
- Canonical ID
- ricursiveai/ripple-65b-preview-20261104
- Creator
- ricursiveai
- Added to OpenRouter
- 04.11.2026
- Context length
- 1,048,576
- Modality
- text->text
- Input modalities
- text
- Output modalities
- text
- Token pricing
- USD per 1M tokens: in $0.100 / out $0.300
- Knowledge cutoff
- —
- Expiration date
- —
Tasks and capabilities
A grade appears only where the source supplies a matching measurement for that task, the model is active and the cohort holds at least 10 comparable models. The capability column lists facts the source declares — supported formats, reasoning and tool parameters — which are not measured quality.
| Task | Grade | Source-declared capability |
|---|---|---|
| General quality | No measurement | reasoning: optional · parameters: include_reasoning, reasoning |
| Coding | No measurement | — |
| Agents | No measurement | parameters: structured_outputs, tool_choice, tools |
| Writing | No measurement | output: text |
| Reasoning | No measurement | reasoning: optional · parameters: include_reasoning, reasoning |
| Document analysis | No measurement | — |
| Vision | No measurement | — |
| Image generation | No measurement | — |
| Audio | No measurement | — |
| Video | No measurement | — |
| Embeddings | No measurement | — |
Evaluations
No evaluations are supplied for this model.
How grades work
Each letter grade compares a model only against other models scored by the same source and metric in the current snapshot. S means the top 10%, A the next 20%, B the next 30%, C the rest. Models without a published measurement are shown as not rated — a supported format alone never implies measured quality.
- S — S — top 10% of the cohort
- A — A — next 20% of the cohort
- B — B — next 30% of the cohort
- C — C — below the B band
Providers
Optional live provider statistics from OpenRouter. Missing values are unknown, not zero.
| Provider | Context length | Price in /1M | Price out /1M | Latency p50 (30m, s) | Throughput p50 (30m, tok/s) | Uptime (30m) |
|---|---|---|---|---|---|---|
| PrimeIntellectbf16 | 1,048,576 | $0.100 | $0.300 | — | — | 100% |
| Together | 131,072 | $0.200 | $0.600 | — | — | — |
| GMICloudbf16 | 1,048,576 | $0.200 | $0.600 | — | — | 0% |
Provider data retrieved: 13.11.2026
Related articles
No published articles identify this model yet.