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The full directory

All Jev AI model resources

Entries for TypeSafe AI's flagship System One model — official docs and SDKs alongside community clients, tools, and write-ups.

Entries
3,904
Categories
11
Official
102
Community
3,802
Source sites
293
Deep dives
3,904

By format

3904
  • Docs169
  • Repos & sites3095
  • Videos74
  • Posts104
  • Articles384
  • Playgrounds78

Updated

Browse the Jev AI model by category

11 ways into the ecosystem. Each category page leads with its own shortlist of starting points.

All 3904 Jev AI model resources

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Showing 3265–3312 of 3904 resources

153GitHub stars
Apache-2.0 open-weight stand-in for a hosted decision model: Qwen3.5-4B with a distilled adapter scores noul, choice and score questions through a systemone-shaped server, with no generated tokens.
Jev Demos & Experiments#community#jevbest
56GitHub stars
macOS agent loop that moves a real USB HID mouse and keyboard under a vision model, with an experimental decision-model lane picking the next operation and screen target from an element table.
Jev Demos & Experiments#community#jevbest
51GitHub stars
Docker Compose log intelligence stack: Rust ingest and retrieval crates over ClickHouse and Qdrant with a Next.js dashboard, where the decision model is an optional query classifier.
Jev Tools & CLIs#community#jevbest
63GitHub stars
Local MIT-licensed experiment that turns pixel probability distributions from a decision model into paintings, with question building, batching and rendering done in the browser.
Jev Tools & CLIs#community#jevbest
The New Stack reports OpenAI's limited-preview Decisions API on GPT-6 Luna: predefined answers with confidence scores in about 150 ms, framed as a response to Jev's decision-model wave.
Jev Guides & ArticlesArticle#community#evaluation
Community
The Hacker News thread for The New Stack's write-up on OpenAI's Luna-based Decisions API and how it compares to TypeSafe's Jev launch.
Jev Guides & ArticlesPost#community#evaluation
Community
An independent poker eval against TexasSolver: Jev matches solver top actions on easy spots but shoves the nuts into traps and needs explicit hand-rank text to fold to shown flushes.
Jev Practices & PatternsArticle#community#evaluation#calibration
Community
The Hacker News thread for backnotprop's TexasSolver poker evaluation of Jev action choices, trap spots, and decomposed question shapes.
Jev Guides & ArticlesPost#community#evaluation
Community
3GitHub stars
A Python CLI wrapper for calling TypeSafe Jev from the terminal, surfaced through a Show HN post in the launch week.
Jev Tools & CLIs#community#python#cli
The Hacker News Show HN thread for joshLong145's Python jev-cli wrapper around the TypeSafe System One HTTP API.
Jev Guides & ArticlesPost#community#cli
Community
Firecrawl's September 2026 explainer on Jev primitives, Vercel AI Gateway access, openjev/logit reproductions, and skeptical Reddit threads about classification prior art.
Jev Guides & ArticlesArticle#community#tutorial
Community
The Hacker News thread for Flavio Copes' JavaScript-oriented Jev tutorial covering choices, scores, latencies, and jagged edges.
Jev Guides & ArticlesPost#community#tutorial#javascript
Community
Neural Breakdown with AVB livestreams against the TypeSafe Jev API, walking parallel constrained decoding and System One call shapes in code.
Jev Media & TalksVideo#community#video#tutorial
Community
TechCrunch coverage of OpenAI's DevDay Decisions API beside TypeSafe's Jev, including agent-monitoring cost comparisons and CEO responses on X.
Jev Guides & ArticlesArticle#community#evaluation#agents
Community
Requesty's September 2026 guide to Jev as a System One model: state, Choice, Score, and Noul, plus how Requesty routes typesafe/jev-1.13.0.
Jev Guides & ArticlesArticle#community#article#explainer
Community
Powerdrill Bloom on what shipped with Jev 1.13.0: RLCD, the three question types, pricing, and TypeSafe's jaggedness page.
Jev Guides & ArticlesArticle#community#article#explainer
Community
OmniaKey's fact-checked table for jev-1.13.0, limits, and pricing, plus a live connectivity check through OmniaKey's alpha search endpoint.
Jev Guides & ArticlesArticle#community#article#explainer
Community
Kie.ai on Jev as a System One evaluation model: parallel typed questions, pricing, and where TypeSafe says hosted weights are not confirmed yet.
Jev Guides & ArticlesArticle#community#article#explainer
Community
Vercel's changelog for typesafe-ai/jev on AI Gateway, with AI SDK 7 experimental_evaluate and a support-ticket routing example.
Jev Guides & ArticlesArticle#community#article#vercel
Community
Opper hosts Kev 4B and typesafe/jev-latest on the same /v1/systemone compat route and compares accuracy, tokens, and latency on 362 post-release questions.
Jev Guides & ArticlesArticle#community#article#open-models
Community
James Cruce replays held-out routing decisions with local Laya against deterministic ordering, not a full Laya-versus-Jev accuracy bake-off.
Jev Guides & ArticlesArticle#community#article#open-models
Community
A third-party developer reference for the Jev API: primitives, quickstart curl, SDK pointers, and published latency and pricing figures.
Jev Tools & CLIsDocs#community#docs#api
Community
Fireship on Diogo Almeida's System One launch claims: no chat output, and the headline 200× speed and 400× cost multiples.
Jev Media & TalksVideo#community#video#explainer
Community
Bloomberg News clip on TypeSafe's non-chat model and its promise of a cheaper, faster alternative to large language models.
Jev Media & TalksVideo#community#video#media
Community
A long thread on launch language, whether constrained routing is novel, and links to open Jev-like work including OpenDecision.
Jev Guides & ArticlesPost#community#open-models#evaluation
Community
The Hacker News thread for an agent skill that scans a repo for LLM calls that could move to Jev and converts them to TypeSafe, OpenRouter, or Vercel.
Jev Guides & ArticlesPost#community#agents
Community
A qualitative-research use case thread: classifying free-text participant responses without training a custom model first.
Jev Guides & ArticlesPost#community#classification
Community
Show HN pointer to a Google Cloud Medium tutorial on building a Jev-shaped classifier with DiffusionGemma and vLLM.
Jev Guides & ArticlesPost#community#open-models
Community
Show HN for the public MCJev server where a diffusion language model picks combat moves from structured state.
Jev Guides & ArticlesPost#community#games
Community
Hacker News link to SafeDep's write-up on Gryph telemetry plus narrow Jev yes/no checks against developer policy.
Jev Guides & ArticlesPost#community#security#agents
Community
The Hacker News thread for Opper's hosted comparison of typesafe/jev-latest and opper/kev-4b on the same wire format.
Jev Guides & ArticlesPost#community#open-models#evaluation
Community
Thread on Kartik Pansuriya's essay arguing calibrated probabilities matter more than headline accuracy for production classifiers.
Jev Guides & ArticlesPost#community#calibration#evaluation
Community
Discussion of ASTGL's held-out routing replay that chose local Laya over hosted Jev for one Mac Studio deployment.
Jev Guides & ArticlesPost#community#open-models#routing
Community
Show HN for giga-james/jevgpt, an autoregressive chatbot built by repeatedly asking Jev to pick the next symbol from a tiny vocabulary.
Jev Guides & ArticlesPost#community#demos
Community
Hacker News link to Archestra's write-up comparing Jev with a constant benign baseline on production Claude Code tool calls.
Jev Guides & ArticlesPost#community#agents#evaluation
Community
Thread on jevchat, which samples one symbol at a time from Jev's choice distribution until STOP is drawn.
Jev Guides & ArticlesPost#community#demos
Community
44GitHub stars
An agent skill from the ThursdAI community that teaches Choice, Noul, and Score batching, scans repos for movable LLM judgments, and ships Python helpers without extra npm deps.
Jev Agents & MCP#community#agents#cookbooks
3GitHub stars
Evaluation scripts, MCP tools, and a skill router built to measure where jev-1.13.0 fits in agent harnesses, with raw results under eval/.
Jev Benchmarks & Evaluations#community#evaluation#agents
19GitHub stars
A Python client that speaks the documented System One wire format against any OpenAI-compatible model, using logprobs or JSON fallbacks.
Jev Models & Reimplementations#community#open-models#python
144GitHub stars
A local Chrome extension plus CLI that classifies each agent PR hunk as P0, P1, or P2 with Jev, showing P0 by default and human-readable diff summaries.
Jev Tools & CLIs#community#code-review#typescript
97GitHub stars
A Python experiment that turns Jev into a chat model by repeatedly asking which symbol comes next, including alphabets, sampling modes, and a bench command.
Jev Demos & Experiments#community#python#demos
Patrick Desjardins wires Jev into Cursor for deterministic decisions from the public docs, with blog posts on hundreds of text rules under two seconds.
Jev Media & TalksVideo#community#video#tutorial
Community
Tim Lin's visual explainer on System 1 versus System 2, the Choice, Score, and Noul primitives, and how JevScout uses Jev inside a coding agent.
Jev Media & TalksVideo#community#video#explainer
Community
plain. on Jev as typed answers over state, the September 2026 launch, DCVC seed funding, and Diogo Almeida's InstructGPT background.
Jev Media & TalksVideo#community#video#explainer
Community
Hands-on QA automation examples with Jev: Playwright failure classification, guardrails, RAG, API calls from Postman, and decision-focused testing.
Jev Practices & PatternsVideo#community#video#tutorial
Community
VikStack lists ten concepts for Jev: non-autoregressive parallel sampling, 70–500 ms claims, and boolean, enum, and rubric answer shapes.
Jev Media & TalksVideo#community#video#explainer
Community
Aditya Arya signs into early access and tours the UI, tying Jev to RLCD training and 70–500 ms structured decisions instead of chat.
Jev Media & TalksVideo#community#video#tutorial
Community
Innovations for Education explains Jev for no-code and vibe coders when if-then rules need judgment calls like spam or toxicity without burning tokens.
Jev Media & TalksVideo#community#video#explainer
Community

Start here with the Jev AI model

Hand-picked entries the maintainers recommend first, from official primitives to community tools.

The Jev Day release post: Jev 1.14.0 under jev-preview plus three danger-zone features — composable images on both models, the box question type on 1.14 only, and opt-in 262k context.
Jev Guides & ArticlesArticle#official#release#vision
Official
The box question type: one bounding box per question, returned as four edges that are fractions of the image, plus confidence, with no criteria field and no not-found value.
Jev Practices & PatternsDocs#official#docs#vision
Official
LiteLLM's Day 0 post for TypeSafe Jev 1.14: the proxy adds box questions, image input and long-context mode on both POST /v1/systemone and POST /v1/decisions, forwarding TypeSafe-Danger-Zone headers only to TypeSafe deployments.
Jev Integrations & AdaptersArticle#community#litellm#gateway
Community

From the Jev community

Watch walkthroughs, read the threads, and see what builders are posting.

YouTube: KodeKloud's three-minute primer: what a System One model decides, and why it answers in milliseconds.

YouTube: Caleb Writes Code explains what Jev is and how to call it, in seven minutes.

YouTube: Greg Isenberg and Ryan Vogel on the businesses Jev unlocks, and a path in through the Vercel AI Gateway.

YouTube: CJ from Syntax demos browser use, classification, code review, a model router, and a chat bot with no LLM.

YouTube: Ryan Vogel runs Jev on 100 and then 1,000 emails: category, priority, spam, and reply predictions.

YouTube: AICodeKing tests support routing, refund detection, prompt-injection resistance, and browser automation.

Hacker News: Show HN: Ad Spend Guard gates budget before the auction, not the creative after.

Show HN: Gating ad budget with a decision modelRead the thread on Hacker News

Reddit: Reranking rebooking options with a decision model, ranked with reasons.

Hacker News: Pick Verify: a single decision at the warehouse pick station catches confusable picks.

Show HN: Verifying robot picks with a decision modelRead the thread on Hacker News

Hacker News: Software Bombe and live Enigma demo where Jev ranks cribs and judges plaintext.

ag_212 pointsShow HN: Jev as the Bletchley Park Analyst: A Software Bombe on EnigmaRead the thread on Hacker News

Hacker News: Show HN for the decide CLI: brew install, file context, and multi-question shell scripts.

vsekhar2 pointsShow HN: Decide – Jev decisions in the shell, scripts, and agent skillsRead the thread on Hacker News

How entries are chosen

Every entry is reviewed against the same bar, whether it comes from TypeSafe or the community.

  • Public and working — no paywalls, sign-up walls, or dead links.
  • Concrete — it has to be about Jev and the System One API, not generic LLM content.
  • Useful today — something a developer can learn from or use right now.
  • Distinct — if a similar entry exists, the description has to say what makes this one different: a different runtime, a cheaper path, a measured result, or a narrower focus.
  • Documented — repos state their license, and docs are in English or carry an English summary.

Spam, affiliate links, and thin AI-generated content are rejected. New entries are expected to ship with a deep dive: two to five highlights, caveats, a quickstart snippet where one helps, and a verification date. Star counts are refreshed when an entry is touched.

Common questions

Short answers about Jev and how this directory works.

What is the Jev AI model?

Jev is TypeSafe AI's first System One model — an AI model that takes a state plus typed questions and returns one structured answer per question: a choice, an ordered score, or the probability of yes, with calibrated confidence on Choice and Score answers. Code can branch on the result without parsing generated text.

What is the difference between Choice, Score, and Noul?

They are the three question primitives. Choice picks one of up to 255 options, Score rates on 2 to 10 ordered levels, and Noul answers yes or no. Choice and Score answers carry a confidence between 0 and 1; a Noul answer is the probability of yes.

Which Jev SDKs and client libraries are available?

TypeSafe maintains official JavaScript/TypeScript and Python SDKs plus a Python adapter. The community has built clients for Go, .NET, PHP, Laravel, Rust, Elixir, Ruby, and Scala, along with framework integrations such as DSPy, LlamaIndex, and Home Assistant. All of them are listed in the Repos & SDKs category.

Is the directory free, and is it affiliated with TypeSafe AI?

The directory is free to browse: every entry is reviewed, and spam, affiliate links, and sign-up walls are rejected. JevDirectory.org is community-run and not affiliated with TypeSafe AI — Jev and System One are TypeSafe AI trademarks.

How often is the directory updated?

Entries are added as new resources appear and re-checked when they are touched. The directory currently holds 3904 entries from 293 source sites, last updated Nov 5, 2026.

What is a verified deep dive?

Most entries include a deep dive: two to five highlight bullets someone would only know from using the resource, a caveats note about limits and requirements, an optional quickstart snippet, and the date the link was last checked. 3904 of the 3904 entries carry one today.

For the canonical details, read the official TypeSafe docs and the API reference.