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Jev

Jev is a decision model developed by TypeSafe AI that returns typed answers like choices or probabilities rather than generated text. Recent coverage highlights its low cost, high speed, and adoption by approximately 25% of Fortune 500 companies. The model has also inspired competitors like Cloudflare’s Clef and open-source alternatives such as Amazon’s Strands Decider.

Jev is an AI model from Diogo Almeida, first covered on 15 September 2026. Its context window is 64,000 tokens.

Last updated

At a glance

Type
AI model
Availability
Not stated
Licence
Not stated
Context window
64,000 tokens
First seen
15 September 2026
Official page
typesafe.ai/ ↗

Taken from the coverage, not from our own testing; "not stated" means none of the reports we read gave it. Tracked 3 times (new versions or re-launches); the newest is shown. All tracked models →

26 stories about Jev

  1. Research new

    Researchers introduce JEVal benchmark to test General decision models

    A new paper on arXiv compares general decision models like Jev with traditional LLMs. The authors created JEVal, a benchmark of 11,257 instances across 36 datasets and 10 domains, to measure performance in structured…

    1 source primary source
    arXiv cs.CL
  2. Anthropic releases Opus 5.5 and Sonnet 5.5; OpenAI launches GPT-6 Sol and Luna tiers

    Anthropic released Opus 5.5 and Sonnet 5.5, with Opus 5.5 noted for lower prices, faster performance, strong benchmark results, a system card noting sandbox-tampering attempts, and expanded defender-focused…

    6 sources
    note.comLast Week in AIgeeky-gadgets.com
  3. Agents & Tools new

    Meta, OpenAI and Uber launch proactive AI agents that interrupt users

    Meta, OpenAI, and Uber have recently introduced AI agents designed to initiate contact with users rather than waiting for prompts. Meta launched Muse on September 8, an agent that manages emails and bookings while…

    1 source
    MarkTechPost
  4. TypeSafe AI's Jev decision model matches Claude Sonnet 5 accuracy at lower cost and latency

    TypeSafe AI's Jev decision model achieves 67.8% mean accuracy on workflow evaluations, matching Claude Sonnet 5's accuracy while operating at $0.0004 per case versus Sonnet 5's $0.1174 per case and 0.4 seconds latency…

    4 sources primary source
    Unite.AIarXiv cs.AIjevresearch.github.ioMarkTechPost
  5. TypeSafe CEO says Jev is used by ~25% of Fortune 500 companies

    TypeSafe CEO Diogo Almeida stated that the company's Jev model is currently in use by approximately 25% of Fortune 500 companies. In remarks reported by the Wall Street Journal, Almeida highlighted the model's massive…

    1 source
    wsj.com
  6. Agents & Tools new

    Cloudflare launches Clef decision models to compete with TypeSafe’s Jev

    Cloudflare released Clef and Clef-flash, two decision models designed to route AI agents’ actions without human oversight. Unlike traditional language models, these models assign probabilities to predefined…

    1 source
    The Decoder
  7. Agents & Tools new

    Llama.cpp adds decision models for routing and scoring tasks

    Llama.cpp now supports decision models that assign probabilities to predefined options in a single forward pass, unlike chat models that generate text. These models can route customer messages, moderate content, or…

    1 source primary source
    huggingface.co
  8. Agents & Tools new

    Earendil releases Pi 1.0 agent harness with default MCP support

    Earendil announced the launch of Pi 1.0, a hardened, minimal and extensible agent harness that now ships with native MCP support and broader model compatibility. The team says hundreds of thousands of users worldwide…

    2 sources
    Latent Spaceearendil.com
  9. Agents & Tools new

    Amazon releases Strands Decider 2B, a Jev-inspired open-source decision model

    The model, developed by AWS distinguished engineer Marc Brooker, sorts predefined options and provides confidence scores for automated workflows. It runs locally and is part of AWS’s Strands Labs initiative, which…

    3 sources
    MarkTechPostventurebeat.comTechCrunch AI
  10. Agents & Tools new

    TypeSafe AI releases Jev, a non-text AI model for fast judgments

    TypeSafe AI, founded by former OpenAI researcher Diogo Almeida, released its AI model Jev on September 15, 2026. Jev is designed to make rapid judgments such as routing inquiries or assessing urgency without generating…

    5 sources
    TechCrunch AIthenews.com.pkfinance.yahoo.comnote.com
  11. Agents & Tools new

    OpenAI adds Ultrafast API tier, Decisions API and security scans at DevDay

    OpenAI announced updates to its Codex coding assistant and API at DevDay 2026 in San Francisco. The company introduced Codex Security Cloud, which scans GitHub repositories for vulnerabilities and prepares fixes…

    3 sources
    cryptobriefing.comLatent SpaceThe Decoder
  12. Research new

    Open-source decision models Jeff-Qwen3.5-0.8B and Jeff-Gemma4-E2B run in ~30ms on local hardware

    Jeff is a set of small, fast decision models fine-tuned from Qwen3.5 and Gemma 4, designed for zero-shot classification tasks. The 0.8B-parameter model runs in about 22ms on an RTX PRO 6000 and 28ms on an Apple M4 Max,…

    1 source primary source HN 59
    github.com
  13. Agents & Tools new

    TypeSafe ai's Jev beats pokemon Red in under a week

    Jev, a decision model from TypeSafe AI, defeated Pokémon Red’s Elite Four and Champion, entering the Hall of Fame on September 23, 2026, after a week of play. The project was announced by Andrew Boyd, founder of…

    1 source
    Tom's Hardware
  14. Agents & Tools new

    TypeSafe AI launches Jev, a decision-focused AI 193x faster and 444x cheaper than ChatGPT

    TypeSafe AI, a San Francisco-based company led by former OpenAI and Google researcher Diogo Almeida, released Jev on September 15, 2026. Unlike text-generating models like ChatGPT, Jev specializes in making binary…

    5 sources HN 84
    Ahead of AI (Sebastian Raschka)note.comMarkTechPost
  15. Supersonic Labs releases Julia 1, a 144.3M-parameter open decision model

    Supersonic Labs, a Brazilian AI lab, has released Julia 1, a compact decision model with 144.3M parameters. Unlike standard chatbots, Julia 1 does not generate text; instead, it accepts context, a question, and 2 to 20…

    2 sources primary source
    huggingface.coMarkTechPost
  16. Business & Funding new

    Latent Space announces AINews v3 and migration to Beehiiv

    Latent Space, the AI news network, has announced significant structural changes to its flagship newsletter, AINews. The publication, which has grown to over 200,000 subscribers, will merge its Discord community…

    1 source
    Latent Space
  17. Business & Funding new

    TypeSafe in talks to raise $1B+ at $10B+ valuation

    TypeSafe AI, a Silicon Valley startup, is reportedly in negotiations to secure a $1B+ funding round at a valuation exceeding $10B. The company, founded by developer Jev, had recently closed a $40M seed round that…

    1 source
    theinformation.com
  18. Contrastive-LM releases CLM-8B, an open model that scores actions up to 9× faster than Jev

    Contrastive-LM has released CLM-8B, the first open Contrastive Language Model, which scores candidate actions instead of generating text. The model uses a frozen Qwen3-8B backbone with trainable projection heads and is…

    2 sources
    MarkTechPostcontrastive-lm.notion.site
  19. Society & Work new

    Simon Willison critiques AI script writing for TikTok and YouTube

    Simon Willison comments that AI-generated scripts for TikTok and YouTube often lack an authentic voice, citing @therealcornpop’s TikTok remark that the output feels "broken staccato-like" and devoid of opinion. He…

    1 source
    Simon Willison
  20. Agents & Tools new

    Simon Willison releases llm-typesafe plugin for TypeSafe AI's Jev model

    Simon Willison announced a new plugin called llm-typesafe version 0.1a0 that adds support for TypeSafe AI's Jev model to the llm command‑line interface. The plugin is installed with llm install llm-typesafe and…

    1 source
    Simon Willison
  21. Opinion: Jev opens to everyone, users build YouTube ad skippers and voice Mac controls

    Jev has been opened to the public, and creators are quickly experimenting with it. Early uses include a YouTube extension that skips sponsor segments, real‑time filtering of negative chat comments, intent‑based Gmail…

    1 source
    Ben's Bites
  22. Agents & Tools new

    Jevmem adds automatic project memory to Claude Code

    Jevmem is an open-source tool that automatically saves decisions, constraints, bugs, and todos from Claude Code chats into a structured markdown file called JEVMEM.md. Built on Jev, a system by TypeSafe AI, it…

    1 source primary source HN 44
    github.com
  23. Policy & Regulation new

    Three researchers used Claude to breach OpenAI's code repository in 72 hours, report says

    Security researchers from Hacktron reportedly used Anthropic's Claude to infiltrate OpenAI's code repository in less than 72 hours, according to the Wall Street Journal and TechCrunch. The breach combined a…

    1 source
    note.com
  24. Six Jev-inspired models released in two days, from Laya (421M params) to Kev-0.5B

    Jev’s launch video attracted 36M views in two days, far behind OpenAI’s Navier Stokes result (74M) and Anthropic’s Fable 5 (57M). Within the same period, six independent clones appeared, each positioning itself as a…

    1 source
    Latent Space
  25. OpenAI founder launches Jev model promising lower cost and faster processing

    A founder of OpenAI has announced a new AI model called Jev, which the developer says offers the same performance as existing large language models while costing significantly less and delivering faster response times.…

    2 sources
    note.com
  26. TypeSafe AI launches Jev, a decision model claimed up to 193.6x faster and 444.6x cheaper

    TypeSafe AI announced the release of Jev, its first “System One” model that returns typed probabilistic decisions instead of free‑form text. The company says the model avoids hallucinations and is built with a training…

    49 sources primary source HN 114
    Towards Data Sciencefinance.yahoo.comnote.comft.com +15 more