Examenos

Official, independent and pricing data

Model profilesv c917915

Ripple-65B Preview

Explore Ripple-65B Preview from Ricursive Intelligence: published specifications, source-linked vendor benchmarks, independent evaluator coverage and recorded pricing when available.

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Pricing · OpenRouter

Dated cached OpenRouter rates in USD per 1M tokens. Open the dashboard for live enhancements. Per-metric endpoint minima can refer to different providers; they are not a guaranteed combined rate from one endpoint.

Recorded pricing tiers
TierInput / 1MOutput / 1MCached input / 1MCache write / 1MDate & source
Default$0.1$0.3$0.02—2026-11-10 · OpenRouter source
Recorded pricing notes

Single GMICloud endpoint ricursiveai/ripple-65b-preview-20261104 (bf16, 16,384-token context); at the 5 November check its status was -5 with 0% uptime over 5 minutes and about 21% over a day, so no healthy price is shown. No contributor sibling at this check; min-healthy endpoint minima 2026-11-10

Official / vendor benchmarks

Default headline records. Own-vendor, peer-vendor and third-party provenance remain visible in evidence; configurations may differ.

Official / vendor headline scores; expand evidence for every record
Benchmark / evaluatorHeadline scoreEvidence
Terminal-Bench 2.180.5%unknown effort
The recorded result & source

80.5% · raw 80.52 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table: rows “Terminal-Bench 2.1 (self-reported)” and “Terminal-Bench 2.1 (Terminus 2)” both print 80.5; the card and release text state 80.52, used here. The release blog tooltip labels the run “RL step 700, Terminus-2”. Harness: Terminus 2. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
MMLU89.6%unknown effort
The recorded result & source

89.6% · raw 89.6 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “MMLU”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
MMLU-Pro84.2%unknown effort
The recorded result & source

84.2% · raw 84.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “MMLU-Pro”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
GPQA Diamond85.2%unknown effort
The recorded result & source

85.2% · raw 85.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “GPQA Diamond”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
AIME 202497.1%unknown effort
The recorded result & source

97.1% · raw 97.1 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “AIME 2024”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
AIME 202598.3%unknown effort
The recorded result & source

98.3% · raw 98.3 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “AIME 2025”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
AIME 202695%unknown effort
The recorded result & source

95% · raw 95 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “AIME 2026”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
HMMT February 202690.5%unknown effort
The recorded result & source

90.5% · raw 90.5 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “HMMT Feb 2026”. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
SWE-bench Verified76.5%unknown effort
The recorded result & source

76.5% · raw 76.5 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “SWE-bench Verified”. Harness: OpenCode (the card says Ricursive uses OpenCode wherever no harness is named). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
SWE-bench Pro v161.4%unknown effort
The recorded result & source

61.4% · raw 61.42 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “SWE-bench Pro v1.0”. Harness: OpenCode (the card says Ricursive uses OpenCode wherever no harness is named). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
SWE-bench Pro v2-Hard79.1%unknown effort
The recorded result & source

79.1% · raw 79.1 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “SWE-bench Pro v2.0 Hard”. Harness: Terminus 2 (stated in the card for Ripple-65B Preview). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
DeepSWE v1.144.3%unknown effort
The recorded result & source

44.3% · raw 44.3 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “DeepSWE 1.1”. Harness: Terminus 2 (stated in the card for Ripple-65B Preview). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
SciCode (Ricursive, Inspect AI; aggregation unspecified)39.4%unknown effort
The recorded result & source

39.4% · raw 39.4 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “SciCode (Inspect AI)”. Harness: Inspect AI; aggregation (subtask or problem) unstated. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
τ³-bench Banking31.3%unknown effort
The recorded result & source

31.3% · raw 31.27 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “τ³-bench banking”. Harness: OpenCode (the card says Ricursive uses OpenCode wherever no harness is named). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
AutomationBench (public split)36.4%unknown effort
The recorded result & source

36.4% · raw 36.4 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “AutomationBench (Public)”. Harness: OpenCode (the card says Ricursive uses OpenCode wherever no harness is named). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
MCP Atlas71.7%unknown effort
The recorded result & source

71.7% · raw 71.67 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “MCP Atlas”. Harness: OpenCode (the card says Ricursive uses OpenCode wherever no harness is named). Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
FORTRESS Adversarial (Ricursive; higher is better)83.8%unknown effort
The recorded result & source

83.8% · raw 83.8 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “FORTRESS Adversarial”. Higher is better; split, judge and formula unpublished. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
FORTRESS Benign (Ricursive; higher is better)95.5%unknown effort
The recorded result & source

95.5% · raw 95.5 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “FORTRESS Benign”. Higher is better; split, judge and formula unpublished. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
StrongREJECT (Ricursive; higher is better)97.5%unknown effort
The recorded result & source

97.5% · raw 97.5 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “StrongREJECT”. Higher is better; behaviours, attacks and judge unpublished. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
IFBench79.2%unknown effort
The recorded result & source

79.2% · raw 79.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “IFBench”. Variant (prompt or instruction level, strict or loose) unstated. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md
AA-LCR75%unknown effort
The recorded result & source

75% · raw 75 %

Headline · unknown effort · Own vendor

Source/record date: 2026-11-04

Ricursive Ripple-65B Preview Hugging Face card (revision 240d5966cbe0), instruct table, row “AA-LCR”. Version unstated. Ricursive: all models tested at full BF16 precision with maximum effort levels; the Ripple chat template has no effort setting, so effort is unknown.

https://huggingface.co/ricursiveAI/Ripple-65B-Preview/blob/240d5966cbe00f0627c699e59ef58560b60303cf/README.md

Independent evaluators

Evaluator harnesses are distinct from vendor measurements. Missing coverage is not a failed test.

Independent evaluator headline scores; expand evidence for every record
Benchmark / evaluatorHeadline scoreEvidence
DataAnalyticsBench · questions correct /43 · Plotly DataAnalyticsBench35 correctunknown effort
The recorded result & source

35 correct · raw 35 correct

Headline · unknown effort · Independent evaluator

Source/record date: 2026-11-07

Harness: Plotly Studio Embedded, one run on 43 private English data-analytics questions in a synthetic wind-energy warehouse. Claude Sonnet 5 judges against Plotly answer key. One or two questions can be noise; no error bars. Exact checkpoint hash, run date and effort unpublished. Company-operated analytics benchmark, distinct from provider results. Table row as displayed: “Ripple-65B Preview† Nov 4, 2026 35 / 43 $2.21 36.4M 2.1 min / 3.2 min 2 h 18 min”. Deep dive of 5 November. † marks open-weight models. Cost is at OpenRouter prices on the run day; the date column is the release date Plotly lists. Serving precision unstated.

https://plotly.com/blog/introducing-dataanalyticsbench/

Read how we select and source scores or the comparison guide.