TypeSafe

Google tests cheap classifier to route Gemini tasks and cut agent costs
Google's developer blog argues that cost per successful task, not price per million tokens, now decides the economics of coding agents. In a 50-question benchmark, a…

Anaconda Tests TypeSafe's Jev Decision Model on Real Customer Complaints
Anaconda has published an analysis of Jev, a "decision model" released by TypeSafe that reads an input once and returns a probability for every answer instead of writing…

UiPath adds TypeSafe connector to run Jev decision models in workflows
UiPath has released a preview TypeSafe connector in UiPath Integration Service, allowing developers to call Jev models from their automations. According to UiPath, Jev…

Cloudflare previews Clairic, a System One model that extracts typed values
Cloudflare has launched a preview of Clairic, the first of a new class of System One extraction models, hosted on Workers AI as @cf/cloudflare/clairic. According to…

Qdrant Tests Jev Classifier on Reranking, Diversity and Query Understanding
Qdrant has published a set of experiments using Jev, a decision model from TypeSafe served through OpenRouter, as a general-purpose classifier for search. According to…

Arize benchmarks eight decision models: Jev, Liquid d1 and Clef 27B close on accuracy
Arize AI has benchmarked eight decision models, including TypeSafe's Jev, Liquid d1 and OpenAI Decisions, and found the leaders closely matched on accuracy but far apart…

Qodo test finds Jev adds one missing test check to AI code review
An evaluation published by Qodo found that adding TypeSafe's Jev model to an AI code review workflow produced only a marginal gain: one additional required test gap…

TypeSafe's Jev Model Turns AI Into a Typed, Smart 'If Statement' for Code
TypeSafe's Jev is an AI decision model for classification, scoring and routing that returns typed answers software can use directly, instead of text that code has to…

Ollama adds decision models for fast, typed answers on local machines
Ollama now supports decision models based on TypeSafe's Jev API, letting a model running on a user's own machine answer several named questions about a piece of text in…

Pydantic AI Gateway adds Jev, TypeSafe's classification model
Pydantic has made Jev, TypeSafe's classification model, available through Pydantic AI Gateway. Applications can call it with the same gateway key they use for language…
ResearchJev misses subtle errors in harder LLM judge test, MLflow finds
TypeSafe's Jev judge model agreed with human labels on 64 of 72 answers in a harder MLflow test, while GPT-OSS-120B matched all 72. Jev was far faster and cheaper, and…