# Ripple-65B Preview Benchmark Scores & Performance

> Ripple-65B Preview by Ricursive Intelligence has 18 source-displayable benchmark rows but no public overall score. It remains unranked.

Canonical page: https://benchlm.ai/models/ripple-65b-preview

Last updated: November 4, 2026

## Model Details

| Property | Value |
|----------|-------|
| Creator | Ricursive Intelligence |
| Source Type | Open Weight |
| Reasoning Type | Reasoning |
| Context Window | 1M |
| Official model card | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| Overall Score | Not computed (unranked) |
| Overall Rank | Unranked |

## Family & Coverage

- Family: Ripple
- Variant: base (BF16)
- Benchmarks covered: 18 of 739
- Coverage note: Published evidence is shown below; no public overall score is assigned.

## Agentic Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [Terminal-Bench 2.1](/benchmarks/terminalbench21) | 80.5% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [τ³-bench results](/benchmarks/tau3-bench) | 31.3% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [AutomationBench](/benchmarks/automationbench) | 36.4% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [MCP Atlas](/benchmarks/mcpatlas) | 71.7% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |

## Coding Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [Terminal-Bench 2.1](/benchmarks/terminalbench21) | 80.5% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [SWE-bench Verified](/benchmarks/swe-bench-verified) | 76.5% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [SWE-bench Pro](/benchmarks/swe-bench-pro) | 61.4% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [DeepSWE](/benchmarks/deepswe) | 44.3% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [SciCode](/benchmarks/scicode) | 39.4% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |

## Reasoning Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [AA-LCR](/benchmarks/lcr) | 75.0% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |

## Knowledge Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [MMLU](/benchmarks/mmlu) | 89.6% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [MMLU-Pro](/benchmarks/mmlu-pro) | 84.2% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [GPQA-D](/benchmarks/gpqa-diamond) | 85.2% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |

## Instruction Following Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [IFBench](/benchmarks/ifbench) | 79.2% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |

## Mathematics Benchmarks

| Benchmark | Score | Source |
|-----------|-------|--------|
| [AIME 2024](/benchmarks/aime2024) | 97.1% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [AIME 2025](/benchmarks/aime2025) | 98.3% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [AIME26](/benchmarks/aime2026) | 95.0% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |
| [HMMT Feb 2026](/benchmarks/hmmtfeb2026) | 90.5% | [Ricursive Ripple-65B Preview model card](https://huggingface.co/ricursiveAI/Ripple-65B-Preview) |