Jev, TypeSafe AI's decision model, sparks wave of fine-tunes and agent integrations
Read original source →together.ai
TypeSafe AI's Jev returns typed answers with probabilities instead of text, and its benchmarks show it running up to 200x faster and 400x cheaper than leading LLMs on narrow decision tasks. Together AI fine-tuned a Jev-like classifier on Qwen3.5 4B for $17, while a 194M GLiNER2 version trained on Hugging Face Jobs cost ~$1.50.
People · Diogo Almeida
How this story unfolded
2 weeks · 28 reports · 67 community posts · 95 of 98 shown
- Sep 15
- Sep 16
- Sep 17
- Sep 18
- Sep 19
- Sep 20
- Sep 21
Jev is incredibleyoutube.com
How to use Jev to automate your business (Step-by-step w/ Treg)youtube.com
An ex-OpenAI researcher just deleted language from the LLM...youtube.com
What People Are Building With Jev Is Incredibleyoutube.com
TypeSafe launched Jev because sequential LLMs are “totally useless for computers”thenewstack.io
Jev: System One models for Prod, not God — with Diogo Almeida, CEO, TypeSafe AIlatent.space
Jev introduces a new shape of LLM - System One, aka Decision Modelssimonwillison.net
- Sep 22
- Sep 23
- Sep 24
- Sep 25
- Sep 26
- Sep 28
20 Agentic Use Cases of TypeSafe AI’s Jevmarktechpost.com
Jev in the Wild: A Data-Driven Analysis of the Jev Model's Functionality, Applications and Ecosystemarxiv.org
Jev - The New AI model that has people talkingyoutube.com
Companies are paying LLMs to generate text for decisions that only need a label. Jev offers a cheaper wayventurebeat.com
- Sep 29
More stories today
Liquid AI releases open d1 decision models for the edge
Hugging Face blog post covers Liquid AI's open d1 family of multimodal decision models built for edge deployment.
Hugging Face Blog·1 hour ago
Meta rolls out AI tools to detect ads linking to child abuse material
Meta says it acted on 33.2 million pieces of child sexual exploitation content on Facebook and Instagram in H1 2026, over 97% found by its systems before user reports. New tools include an LLM system to detect "signposting" ads and a red-teaming AI agent that probes Meta's own safety defenses.
TechCrunch·1 hour ago

AI music streaming fraudster Michael Smith sentenced to 18 months
A Manhattan federal judge sentenced Michael Smith, 54, to 18 months plus two years supervised release for the first US criminal streaming-fraud case, after he pleaded guilty in March to wire fraud. He forfeited $8,091,843.64 in royalties from AI-generated tracks streamed billions of times via bots on Spotify, Apple Music, Amazon Music and YouTube Music.
r/SunoAI·2 hours ago
Ai2's Bolmo byte-level language model research published in Nature
Ai2's byteifying method, which converts an existing subword model into a byte-level one instead of training from scratch, is now published in Nature. New Hugging Face checkpoints extend the approach beyond Olmo to Qwen and Llama, plus frozen Stage 1 checkpoints.
Allen Institute for AI (Ai2)·2 hours ago

Perplexity retriever hits 92.4% on MADQA
Perplexity AI·2 hours ago
Perplexity open-sources pplx-embed-v2-late embedding models
Perplexity AI·2 hours ago
Alibaba's Joe Tsai: Open Source Is Europe's Best Shot at AI
Alibaba Chairman Joe Tsai said open-source AI is Europe's best route to technological independence from the US and China. He urged the region to build its own computing infrastructure to train and run AI models.
Bloomberg Technology·2 hours ago

NVIDIA touts digital twins plus AI agents to validate AI factory changes
NVIDIA Developer Blog describes node-based digital twin simulation as an executable, API-accessible model of an AI factory's hardware topology and software stack, letting teams validate changes before hardware arrives. Agents interrogate the twin, run checks, and retrieve operational context, with validation integrated into CI/CD pipelines.
NVIDIA Developer Blog·2 hours ago
