Ran @typesafeai's Jev against an existing classifier eval that previously used Gemini 2.5 Flash Lite. It won both on quality (saturated the eval) and speed (6x)
Jevtown
A social network where 10,000 computed personas read your post: Jev scores who the text is for to pick the first 600 readers, then answers one Choice per persona for its reaction.
- Category
- Cookbooks & Demos
- Published by
- Community
- Author
- gaborishka
- Added
- 2026-09-22
Tagscommunityjavascriptcloudflareopenrouterdemo
Highlights
- A wave continues only while glad readers outnumber annoyed ones by at least a tenth of the wave.
- One request scores the text against about 60 kinds of people, 83 for listings and products, plus seven safety questions.
- A score of 0.5 or more on hatred, threats, private data, or similar keeps a text out of the public feed; 0.85 or more and it is not posted at all.
- You can name the audience in words, and the waves, counts, groups, and map become about that audience.
- Deploys on Cloudflare Workers with D1; one TypeSafe key gives 200 to 460 personas a second.
Quickstart
bash
npx wrangler d1 create jev-crowd
npx wrangler secret put TYPESAFE_API_KEY
npm run deployWatch out
MIT-licensed. Needs a TypeSafe or OpenRouter key and Cloudflare D1 to deploy; the MCP server's daily budget lives in server memory, so a restart resets the day to $0 and each client starts its own server.
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From the community
Posts from builders shipping with Jev right now.
Beating Gemini Flash Lite on an eval
Browser Use Ultrafast, powered by Jev
Breaking: Browser Use + Jev = Ultrafast ⚡ Findings flights took 7s and cost only $0.0039 🤯 > new action space every step > DOM state space > small LLM fallback to type (this video is at 1x speed btw) Built a tiny open source browser agent. try it below ↓
A really smart switch statement
hype-free explanation of jev: jev does not replace gpt / claude jev is just a *really* smart switch statement like if 2016 ml classifiers got 2026 levels of intelligence it's a new* type of tool that will make a lot of workloads insanely fast, cheap, and accurate * = and by Show more
@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
When a designer gets Jev
when a designer gets access to Jev
Full Jev video tutorial
Full Jev Tutorial What it is, how you can build with it and what new applications it can unlock → 0:00 Intro → 0:34 Jev explained → 4:06 API setup → 5:59 Demo 1: Voice-controlled browser → 11:33 Demo 2: AI memory → 17:27 Demo 3: YouTube predictor
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This is a terrible compaction strategy that fundamentally doesn't understand how compaction and context management work. Seems like a lot of people are confused so let's break this down. 1. Compaction isn't a filter The role of compaction is to clean up history to keep the Show more
found the perfect use case for @typesafeai Jev: instant compaction in 2026, why is compaction still a summarization prompt? Jev can make it instant by scoring every tool call and dropping what’s irrelevant