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jevVIDEO

Classifying 1,018 AI papers with Jev cost $0.08

DeepSeek wrote the summaries and Jev picked one of 24 topics per paper at a median latency of 256ms, with results published on 1kpapers.com.

Hassan
@nutlopeArchived 2026.09.18Originally posted 2026.09.17
Hassan @nutlopeOriginally posted 2026.09.17
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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: http://1kpapers.com

x.com/nutlope/status/2100426999546184123Archived 2026.09.18 10:16