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Large Language ModelsGIGAZINE AIPublished: Sep 30, 2026, 19:00 JST

Liquid AI's d1 tops Jev on Decision Index

Liquid AI's d1 tops Jev on Decision Index

3 Key Points

  1. What happened

    Liquid AI released d1, a decision model it says is the first to outperform Jev on Hugging Face's Decision Index, winning on multilingual evaluations and prompting resistance.

  2. Why it matters

    If d1's edge holds, teams wiring decision models into existing apps get an alternative to Jev for faster structured decisions, though Liquid AI ran the tests itself.

  3. What to watch

    The claim rests on Liquid AI's own run of Decision Index 0.2.1, so the test is whether independent results match. No launch date or price is given.

WHO IT HITSDevelopers and product teams building decision-maker models on top of Jev now have a claimed alternative to evaluate, and those choosing a model must weigh that d1's benchmark run was self-conducted by Liquid AI.

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Context & Analysis

Jev arrived in September 2026 and immediately drew wide attention, prompting attempts around the world to link it and similar models with large language models (AI that understands and generates text) and existing apps to speed up task processing. That interest has also set off an active push to build decision models on Jev's ideas, and d1 is one of those efforts.

Liquid AI presents d1 as the first model to outperform Jev on Hugging Face's Decision Index, backed by its own run of the index version 0.2.1, in which d1 scored higher than Jev on many tests. The company's post also points to advantages in multilingual evaluations, robustness against prompt injection, and handling longer inputs, positioning d1 for fast, structured decision-making.

What the release hinges on is whether those results hold up outside Liquid AI's own testing, since a benchmark run carried out by the model's developer is the kind of evidence independent evaluation tends to test. For teams currently pairing Jev-style models with existing applications, d1 appears to offer another candidate to weigh, with the size of its real edge likely to depend on how it performs under third-party tests.

FAQ
How does d1 compare with Jev?
Liquid AI says d1 is the first model to outperform Jev on Hugging Face's Decision Index. It also claims d1 wins on multilingual evaluations and is more robust against prompt injection.
Who tested d1's performance?
Liquid AI ran the Decision Index 0.2.1 tests itself. The results showed d1 scoring higher than Jev on many tests.
What is a decision model?
A decision model is a model built for fast, structured decision-making, in the same vein as Jev. Since Jev's arrival, efforts to link such models with LLMs and existing apps have spread worldwide.

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