decision models

12 stories and discussions about decision models, aggregated from every source we track.

1.

Evaluates typed decisions (choice, score, noul) over 100+ languages in a single forward pass with calibrated probabilities. Outperforms TypeSafe Jev.

1315 points•nandakishor_ml•12 days ago•312 comments•
2.

Ollaya downloads and serves open decision models on your own machine. Typed, calibrated answers in milliseconds — private and open source.

599 points•Ardakilic•5 days ago•145 comments•
3.

Fine-tunes of Qwen3.5 and Gemma 4 for zero-shot classification - firelex/jeff

569 points•firelex•2 days ago•222 comments•
4.

52 Jev-class systems tested on 534 decisions. Jev 1.13.0 leads JevBench v1.3.0 with 74.4; compare open-source, self-hostable and hosted options.

149 points•florianstandhar•9 days ago•39 comments•
5.

From our March 2025 arXiv paper on RL conversion trajectories to building a sub-40ms...

59 points•Yogthos•12 days ago•6 comments
6.

Decision API brings decision AI models into one API. Compare Jev, Laya, Kev, Solar and Span in the playground, then integrate classification, scoring and routing.

4 points•czmilo•about 22 hours ago•1 comment•
7.

A 9B decision model from Bespoke Labs for fast, typed classification.

3 points•michael-sumner•about 14 hours ago•0 comments•
8.

Jev promises decisions with honest probabilities in milliseconds. How does it work, and how close does a stock open model get?

3 points•azhenley•3 days ago•0 comments•
9.

To run a System One model locally you pick a runtime as well as a model. Ollaya serves ten open decision models behind a Jev-compatible API, laya-mlx runs...

2 points•gosen•4 days ago•0 comments•
10.

Answer Yes/No questions, choose options, and score inputs.

1 points•hotchpotch•about 17 hours ago•1 comment•
11.

Ollama now supports decision models, based on TypeSafe's Jev API for fast, typed decisions. Decision models can now be run at no cost with low latency. Based on text, decision models answer yes-or-no questions, choices…

1 points•nezhar•about 19 hours ago•0 comments•
12.

Tiny, fast, use-case-specific decision models that can run in a browser. No input/output token costs, and you can train them on low-spec hardware.

1 points•yaszko•3 days ago•0 comments•

Related topics