Jev can draw pictures by predicting every pixel in parallel

Here's another JEV TIP in honor of JEVDAY Jev... can answer as many questions as you can fit into context in parallel. You can ask hundreds in one call, and since output is free, why not? 100 questions on a 32k token input document: ~$0.00001 per question ~1ms per questionshow more

The gains aren’t free: Jev can't generate text Comparing... Jev vs LLMs side-by-side makes the trade-off clear Fun fact: replacing sequential computation with parallel is the same way Transformers leapfrogged RNNsshow more

Jev lets me search my physical library by looking... at the entire book index in parallel in 300ms. Here, the answer to “Who invented photography?” is probably on page 98 under "Niépce, Joseph Nicéphore"show more

This is absolutely f*cking insane. you can put a... $0.042-per-million-token model in front of Claude and let it decide what Claude ever has to see. that's Jev signal routing, and the trick is stupidly simple: Jev takes the first look at everything. Claude only gets the hard cases. instead of: data -> Claude -> tokens burnt $ it's: data -> Jev -> only the unsure ones -> Claude and here's the part people miss. every Jev answer comes with a probability. that's your router: -> Jev is sure? its answer is final -> Jev hesitates? the case goes up to Claude set the cutoff once, by testing on your own data, not by guessing. 3 repos that already do the routing for you: -> duckdb-jev: route your data. Jev labels every row straight from SQL, up to 1,000 calls in one request -> quicksilver: route your files. Jev checks all 187 files in parallel and Claude gets the 4 that matter. ~2.4k tokens instead of ~26k -> jev-router: route your models. before every message Jev decides simple or hard and sends it to the fast model or the strong one. works with your normal Claude login where this pays off right away: -> support tickets -> your inbox -> lead lists -> messy spreadsheets -> comment moderation on a public benchmark Jev labeled 1,000 rows for $0.015. Claude charged $0.80 for the same job. faster. cheaper. way fewer tokens burned. Jev sorts the mail so the genius only opens what matters. Claude thinks. Jev routes. code does the job.show more

Them in every parallel universe #OnlyFriendsDreamOn #JossGawin

Tankhead Tiger pixel art. Pixel art by me, animated... by Pixel Bones (COMMISSIONS OPEN)show more

dokyeom accurately predicting every kyeompeu's reaction to his part... in expiration date 😂show more

Can I draw eyes At least something by ijustlollygagging

Tested Jev vs GPT-5.6 for predicting my taste in... books. I used my 1,000 Goodreads ratings as starting data and held out 100 to test. Then I asked both models to guess which would be 5 stars. Jev was slightly more accurate, 53x cheaper, and 25x faster 🤯show more

What does the "average" Cryptopunk look like? I built... a web tool to show you. 10,000 CryptoPunks. One source pixel each. A single deterministic composite you can inspect pixel by pixel.show more

every email app shows you your inbox in reverse... chronological order. what if it was live prioritized by importance instead? built with jev. coming to Avec soonshow more

Jev 🤝 CopilotKit We tested UI rendering side by... side to demonstrate how Jev from TypeSafe AI can instantly stream components with GPT-6 Luna. Same prompt, renderer and sample data.show more

When every moment counts, AI can keep your network... ahead: optimizing, securing, and predicting to deliver exceptional and uninterrupted experiencesshow more

When every moment counts, AI can keep your network... ahead: optimizing, securing, and predicting to deliver exceptional and uninterrupted experiencesshow more

when you care about the product it shows in... every pixel 🤌🏻show more

Team Japan in NC 🇯🇵 Presented by Google Pixel

10 videos that can change the way you draw... By cupkisuofficialshow more

alright i guess jev can fly drones

Drop this into Grok Bot before bed and let... Jev pick your next viral post while you sleep... Grok Bot writes 24 hooks. Jev scores all 24 in parallel. The winner did 1.24M views. Here's the full setup: 1. Grok Bot drafts. Writes 24 hooks on one topic in under 20 seconds. 2. Jev scores the hook. Rates every draft 1 to 10 on hook strength. 3. Jev checks bookmarks. Answers yes or no on whether people would save it. 4. Jev checks your voice. Scores how close each draft sounds to your best posts. 5. Jev ranks the top 3. 21 drafts get cut, 3 make it to the final. 6. Grok Bot ships the winner. The 9.6 hook went out and pulled 18.1K likes and 9.6K saves. 24 drafts, 1 winner, 38 seconds. Hit views like this every week and $10k a month from X is on the table. Try this setup, then read the full breakdown in the article belowshow more

Rule #1 in icon design: Always turn on pixel... preview to check your work. Half a pixel can make all the difference.show more