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CommunityTools & Integrations1 starsVerified 2026-09-22

Jev Wrapped

Telegram channel X-ray that judges up to 1,500 public posts from the last year with one Jev Choice over ten post kinds and three Noul checks, then draws a shareable monthly mix card.

Category
Tools & Integrations
Published by
Community
Author
gaborishka
Added
2026-09-22
Tagscommunityjavascriptcloudflaretelegramopenrouter

Highlights

  • Each post with text gets its own Jev request with four typed questions: kind (one of ten), paid ad, clickbait and emotional pressure.
  • A 1,500-post channel takes 35 to 85 seconds and costs about $0.10 at list price; posts without text are counted as media only.
  • Reaches Jev through TypeSafe's API (2 pages at a time) or OpenRouter's alpha Decisions API (4 at a time, about 35 s).
  • Posts come from Telegram's public t.me/s preview with no login or bot API; the id from a year ago is found by bisection.
  • The card is one SVG string and the link preview is drawn pixel by pixel into a palette PNG with a 5x7 bitmap font, about 6 KB.

Quickstart

bash
git clone https://github.com/gaborishka/jev-wrapped.git
cd jev-wrapped
npm install
cp .env.example .env
npm run dev

Watch out

MIT-licensed. Needs Node 22+, a TypeSafe or OpenRouter key and a Cloudflare account with D1; every fresh run spends your key, and daily run and budget ceilings are set with env vars.

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From the community

Posts from builders shipping with Jev right now.

Follow @typesafeai

LLM-as-a-judge, sped up

Jev has spoken. It picked which model is AGI. 20–200x faster. 40–400x cheaper. This could make things like LLM-as-a-judge insanely fast and nearly free. (I tried a bunch of prompts and still didn’t burn through $0.10.)

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Diogo Almeida
Diogo Almeida
TypeSafe AI
@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

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Instant compaction with Jev

A Claude session from 1M to 86K tokens

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  Show more

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tamara
tamara
@tamarajtran

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

Reply

Vercel's fx safety reviewer, 18x faster

We're seeing extraordinary results from @typesafeai. Default mode in 𝚏𝚡 is auto, with a safety reviewer analyzing every command. That reviewer runs on GPT Luna today. Jev is up to 18x faster (p95) *and* more accurate. It's coming to @vercel AI Gateway and likely new default.

Pranit
Pranit
Vercel
@fazxes

We benchmarked fx auto mode (safety) classifier with @typesafeai's Jev. tl;dr: ~5-18x faster and more accurate than 𝚐𝚙𝚝-𝟻.𝟼-𝚕𝚞𝚗𝚊, our current top choice

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Jev lands on OpenRouter

700 leads scored for $0.09