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As of Oct 5, 2026, Liquid AI's d1 is a decision model that extends to images, returning probabilities in one forward pass with zero generated tokens, matching GPT-6.1 Sol on four of six real applications.
- Oct 5Official
Liquid AI's d1 adds vision, matches GPT-6.1 Sol on four of six real applications
Liquid AI introduced d1, which it calls the most capable decision model and the first to extend decision capabilities to images. A decision model reads questions in one forward pass and returns probabilities without generating any tokens, with Noul, Choice, and Score question types. On six real applications, d1 matched or beat GPT-6.1 Sol on four and costs 19x to 200x less than the chat models tested. A text decision takes 200 to 300 ms, and on the public VisA dataset d1 sorted good and defective parts with 85-97% accuracy despite never being trained for the task.
Source: Liquid AI
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