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SignalNov 8, 20261 min read5 sources

Decision models that return probabilities instead of prose are becoming their own model category

In one minute

AutoTrust-JEV-27B assigns probabilities to the options in a question. Kakao's Kanana-2-v-decide returns probabilities, choices or scores in under 0.04 seconds, and Fastino released five GLiDE decision models from 0.4B to 27B.

Parallel's Decisions API is now on OpenRouter. For classification, rating and routing steps, builders can now call a model with bounded outputs instead of parsing free text from a general model.

From the Field Notes:

EditorAndrey Reshetnikov, AI product and AI engineering

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  1. Model answers become task interfaces
  2. Agent economics moves to completed work

Evidence / sources

  1. 1huggingface.co/autotrust/AutoTrust-JEV-27B-v1.1
  2. 2kakaocorp.com/page/detail/12193
  3. 3fastino.ai/blog/glide-decision-model-family
  4. 4parallel.ai/blog/decisions-openrouter
  5. 5github.com/rawmodels/jevarena
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