Jev in production › Document and record classification
Daily GitHub Action asks Jev one Noul per reader interest and exclusion plus a paper-type Choice for each new arXiv paper, and code builds must-read and maybe lists; screening mode recalled 96.9% of Cochrane reviewers' included studies (author).

Jev reads every new paper on arXiv each morning. You read the few that matter.
Plain-English interests · calibrated probabilities · about 6 cents a day for all of arXiv · fork and go, no server
A real run: 50 new arXiv papers judged by Jev in 5 seconds for $0.002. No key? paper-radar demo shows the same page offline.
arXiv now receives more than 30,000 papers a month (32,040 in June 2026), about 1,500 per weekday announcement. Nobody reads the listing any more. Keyword alerts miss papers that use different words, embedding recommenders quietly drop whatever does not look like your past reading, and running a chat LLM over the whole firehose every day is slow and costs real money.
For the project's own README, linking back here: