Ripple-65B Preview Claims Lead Among Open US Models

Ricursive Intelligence has released Ripple-65B Preview, an open-weight language model focused on agentic programming. The company claims it achieved the best TerminalBench 2.1 result among open US models, although it trailed Inkling 2 Small on other benchmarks.

Ripple-65B Preview Claims Lead Among Open US Models

Key points

  • Ricursive Intelligence released Ripple-65B Preview with openly available weights and 65 billion parameters.
  • The company says the model led open US models on the TerminalBench 2.1 coding benchmark, with a reported total cost of $32 million.
  • On other benchmarks, Ripple-65B Preview performed considerably worse than the Western model Inkling 2 Small.

Context

For you, the release adds an open-weight option for evaluating agentic coding systems, but its benchmark results are mixed. The leading TerminalBench 2.1 score and $32 million reported cost are offset by weaker performance elsewhere, making direct comparisons important for technical decision-makers.

What this means for you

Directly applicable

You can use the benchmark claim and reported cost when comparing open-weight coding models, while checking the model's weaker results on other benchmarks.

Who benefits: Developers evaluating open-weight models for agentic programming gain another candidate for practical comparisons and coding experiments.

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