Name: Hassan El Mghari's post on X, curated on eChai
Uploaded: 2026-09-17T08:59:55+05:30
Description: I used Jev to classify 1,018 AI research papers. The result: $0.08 total cost and 256ms median end-to-end latency per paper. The pipeline was: 1. Summarize each paper with DeepSeek V4 Flash 2. Send...

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Hassan again, on a larger set: 1,018 AI papers summarised by DeepSeek V4 Flash and then filed into 24 topics by Jev for eight cents in total, at 256 ms median per paper. The result is live at 1kpapers.com.

Hassan El Mghari 17 Sep 2026

I used Jev to classify 1,018 AI research papers.

The result: $0.08 total cost and 256ms median end-to-end latency per paper.

The pipeline was:

1. Summarize each paper with DeepSeek V4 Flash
2. Send the title + summary + 24 possible topics to Jev
3. Use Jev to classify each paper
4. Visualize everything on http://1kpapers.com

The summaries cost $3.99 on @togethercompute. The classifications cost $0.08 on @typesafeai.

So for just over $4 of inference, I ended up with a pretty useful way to explore the top AI research papers from the past year.

I think this is where things are heading: different models for different parts of the workflow, instead of using one model for everything.

I’m running evals on the Jev classifications before replacing the current ones, but the site is already live:

1kpapers.com 1kpapers

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Andre Landgraf's showcase of the yes/no gate, several worked examples at the link.

Andre Landgraf 1h

Ok, jev is really cool. So many great use cases where a fast and accurate yes/no gate can deliver meaningful performance gains.

Played around and built some showcase examples here →
safer-with-jev.com Safer with Jev
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Vipul Sharma's Minecraft agents ask Jev whether to fight or run, from what the agent can see, the mob count, its weapon and its health; one broke off mid-fight as the odds turned.

Vipul Sharma 1h

I hooked up Jev by @typesafeai to a few agents on my Minecraft world. Look at how Jev decides when they should fight and when they should run away.

Jev rates the odds from what the agent can see, mob count, weapon, how hurt it is, and runs away when they are bad. One broke off mid-fight as its odds turned.
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Mahmoud's simulation of fifteen autonomous drones through an asteroid field, Jev deciding for each in under 300 ms, all fifteen arriving.

Mahmoud 2h

Jev can control a swarm of 15 autonomous drones in real time!

I built a simulation to test it navigating an asteroid field:

• Decision latency: < 300ms
• Survival rate: 100% (all 15 reached the destination)

Built with @typesafeai by @CompleteSkeptic

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