
Updated Oct 3, 2026
What people are building with Jev
Projects, posts and guides about Jev, the System One model from TypeSafe AI. Each entry links to its source and shows the cost and speed its author reported.
- 756builds
- 164guides
- 21use cases

Diogo Almeida
@CompleteSkeptic
After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x cheaper (w/ output tokens free) • Frontier composable intelligence optimized for decisions AFAICT the shortest path to AI-based economic revolution

GitHubSDKs and integrations
AnyDecisionModel
Typed decisions from language models, as a Swift package.
Mattt
12Guidegithub.com
Opik
Comet’s open-source evaluation and tracing platform, Apache-2.0. Datasets, experiments and trace-level feedback, with a custom-metric interface that takes several named scores from one call — which is how a Jev judge is wired into it.
GitHubSDKs and integrations
jev-rs
A Rust, Jev-compatible /v1/systemone engine, one prefill per judgement.
Yijun Yu
15GitHubTools and apps
jevguide
Curated Jev showcases from X, by category, with media previews.
2456868764
5GitHubSEO and GEO
jevseo
Typed SEO, AEO and GEO judgements, with the rules staying in code.
epergaboni
4GitHubInbox and support
jev-wechat-live
An abandoned WeChat overlay, published with the full post-mortem.
duckegg0623-create
5GitHubOpen source
Jev-Compatible
Make an existing SGLang or vLLM deployment answer as a decision service.
David-Lolly
6GitHubContext and memory
dsh-jev-prune
Context compaction for DeepSeek Harness, judged by Jev.
yangyu666
3GitHubDocuments and OCR
jev-papers
A thousand arXiv papers, one Jev decision each, checked by an LLM judge.
stas4000
71,000 papersGitHubAgents and browsers
prompt2jev
Turn a prompt, or the code that runs one, into a Jev decision.
sumleo
5
GitHubBenchmarks and evals
Jev-in-the-Loop
Research on which LLM-decision tasks Jev actually speeds up.
Tongyun1
4GitHubDocuments and OCR
hermes-jev-curator
Typed relation governance and safe archive plans.
anpicasso
3GitHubBenchmarks and evals
Metask-Jev
Calibrated typed-decision models, one forward pass each.
Metask AI
2
GitHubAgents and browsers
ego-jev
One ~0.4 s typed decision per DOM step, instead of an LLM turn.
ZephyrDeng
11~0.4 sGitHubAgents and browsers
dwim
Type what you want, and the right menu item runs in any Mac app.
Rohit Mehta
3GitHubOpen source
open-jev (browser TypeScript)
Typed decisions in the browser: one state, any number of options.
Nico Martin
38GitHubOpen source
jevgraph
Knowledge graphs built from typed relation decisions, with the evidence kept.
chenmingtang830
28GitHubSDKs and integrations
jev-feels
Semantic decisions as ordinary Ruby: feels?, decide, score.
Qew7
17GitHubSecurity and abuse
Agent Chaperone
Screen an agent's tool calls with Jev before they run.
agent-chaperone
21

Alex Volkov
@altryne
This is actually insane. This uses @typesafeai Jev model, as a plugin in Claude to review all the un-nesseasary tool calls, and it takes 1s to run! Like, literally, 1 second to take my Claude session from nearly 1M to ... 86K tokens! 😮 Ask your claude to install it and be amazed Use this prompt ``` Install, and configure : https://github.com/tamaratran/fast-jev-compaction ```
GitHubUI
json-render
Vercel Labs’ generative UI framework, with a Jev composer behind a flag.
Vercel Labs
18.4kGitHubAgents and browsers
Agent Desktop
Desktop control from the accessibility tree, with Jev picking the operation.
Lahfir
1.7kGitHubRouting and model choice
Jev Codex Router
Jev picks the model and the thinking effort for every Codex turn.
Natoshi
275GitHubCoding and code review
blink
Codebase search by sending a hundred walkers through the file tree.
Ellipsis
88GitHubCoding and code review
Canny
A warden that will not let a coding agent finish on a claim.
Qkal
101GitHubTools and apps
Kill My Idea
Describe a startup idea. Jev says kill it, fix it or ship it.
monteduro
236GitHubGames and real time
TypeSafe Mario
Jev picks NES controller inputs from telemetry, never from pixels.
fhshaik
411GitHubGames and real time
1v1 Jev — Quickscope Arena
A browser shooter where the opponent is Jev, first to five kills.
Garrett Emrick
40
Jev GitHub repos
Code you can read, fork and run: jev-ultrafast, OpenJev, nanojev, jevlike, simplejev, jev-trader, jev-mcp and the rest. Each repo calls Jev for a decision — which link to follow, which bucket a ticket goes in, which move to make — and the figures on a card are the ones its author published.
318 builds and 12 guides
- SDKs and integrations92
- Agents and browsers88
- Open source71
- Benchmarks and evals44
- Coding and code review28
- Games and real time25
- Routing and model choice23
- Context and memory18
- Security and abuse18
- Search16
- Documents and OCR13
- Social feeds13
- Tools and apps13
- Inbox and support9
- Ads and marketing7
- Trading and markets6
- Robotics and devices6
- UI6
- SEO and GEO4
- Sales and leads3
- Ecommerce1