@ClementDelangue: Decision models now run on device in llama.cpp. Free, fast, private! llama serve -hf ggml-org/Kev-4B-GGUF

X AI KOLs Following Models

Summary

ClementDelangue announces that decision models can now run on-device in llama.cpp, highlighting a free, fast, and private workflow using the Kev-4B GGUF release via `llama serve`.

Decision models now run on device in llama.cpp. Free, fast, private! llama serve -hf ggml-org/Kev-4B-GGUF https://t.co/ApnQQaKB4Z
Original Article
View Cached Full Text

Cached at: 10/02/26, 06:45 PM

Decision models now run on device in llama.cpp. Free, fast, private!

llama serve -hf ggml-org/Kev-4B-GGUF https://t.co/ApnQQaKB4Z

Similar Articles

New in llama.cpp: Decision Models

Reddit r/LocalLLaMA

llama.cpp server now supports 'decision models' via a new /v1/systemone endpoint, where a single forward pass scores typed options (choice/score/yes-no) with probabilities instead of generating text. Several ggml-org models (Julia-1, Laya, Kev-4B, lev, OpenJev) are available in GGUF, following TypeSafe's Jev System One format.

Llama.cpp version 0.2.0 is out!

Reddit r/LocalLLaMA

Llama.cpp, a popular open-source tool for running LLaMA models, has released version 0.2.0 with changelog and pre-built binaries available on GitHub.