Offloading bounded decisions cut agent LLM calls by 29.6% on 360 SOP-Bench cases - Show and Tell - Hugging Face Forums

kept by eddie oct 13

Offloading bounded decisions to a decision model with Qwen 3.8 27B and Jev cuts agent LLM calls by 29.6% across 360 SOP‑Bench cases for referral abuse detection, email intent, and patient intake.

Jev introduces a new shape of LLM—System One, aka Decision Models
TypeSafe AI launched Jev, a decision model that outputs probabilistic numbers for yes/no, choice, and score queries, priced at $0.042 per million input tokens.
also on Qwen, Jev, #automation, #ai-agents, #ai-coding, #developer-tools
Jev means structured output is interesting again
The author contends that Jev’s speed comes from simple single‑token structured output, suggesting the technique is easily replicable and not a major breakthrough.
also on Qwen, Jev, #developer-tools
AI Comes for the If Statement
Specialized AI deciders Jev and SemIf replace costly generative models for simple if‑then logic, cutting inference cost ~100× while boosting classification accuracy from 47% to over 80%.
also on Jev, #automation, #ai-coding, #developer-tools
Introducing System One Models & Jev - TypeSafe AI Blog
TypeSafe AI releases Jev, a System One model that provides structured, hallucination-free decisions at sub-500ms speeds, aiming to replace LLMs for automation workflows.
also on Jev, #automation, #developer-tools