Model deep dive·
CLM-v0.1-8B: rank candidates and route agent decisions fast
A contrastive scorer on frozen Qwen3-8B embeddings. It ranks the candidates you give it and answers typed questions about a state.
Contrastive-LM/CLM-v0.1-8B
#classification
Model deep dive·
Get calibrated yes/no and multiple-choice answers with GEV-26B-Decide
A LoRA adapter plus a small decision head on Gemma-4-26B-A4B that gives a calibrated probability for every option in about 45 ms, and can think when it is unsure.
autotrust/GEV-26B-Decide
Model deep dive·
Route Tickets and Intents Locally with GLiNER2.5-Decide
A 340M classifier from Fastino that scores intent, urgency, sentiment and routing labels you choose at call time, in one forward pass, on CPU or GPU.
fastino/GLiNER2.5-Decide
Model deep dive·
Run JEV-27B-VL for calibrated yes/no and choice decisions on images
A 27B vision decision model that returns a calibrated probability for every option in one forward pass. Here's how to serve it and use it.
autotrust/JEV-27B-VL
Model deep dive·
Laya: Typed Routing and Triage Decisions in One ~33 ms Pass
Laya answers typed questions about text with probabilities instead of generated text. It covers 100+ languages and is Apache 2.0. Fit temperatures before trusting the probabilities.
convaiinnovations/laya
Model deep dive·
Clef: Cloudflare's model that returns probabilities, not text
Clef answers typed questions about any input (text, JSON, images) with a probability per option in one forward pass. Here's how to use it for routing, triage and classification.
Cloudflare/clef