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Llama.cpp adds decision models for routing and scoring tasks

Llama.cpp now supports decision models that assign probabilities to predefined options in a single forward pass, unlike chat models that generate text. These models can route customer messages, moderate content, or guide agents’ next steps. The new /v1/systemone endpoint uses the System One format, compatible with existing clients. Models like Kev-4B-GGUF and OpenJev-GGUF (with vision support)…

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Key points

  • Decision models return probabilities for predefined options in one forward pass, unlike text-generating models
  • Kev-4B-GGUF and OpenJev-GGUF (with image support) are available now via llama.cpp’s `/v1/systemone` endpoint
  • Models can route customer queries, classify documents, or score urgency—useful for automation and agent workflows

Model page: Jev →

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Full story from huggingface.co · via Reddit AI communities primary sourceOpen source ↗

New in llama.cpp: Decision Models

huggingface.co · 2 October 2026

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This text was published by huggingface.co. It is reproduced here with attribution so you can read it in full; the rights remain with the publisher. Read it at the source ↗

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