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InspectSearch and tagging on keep.md
Cloudflare Workers has Jev now so I'm putting it to the test on keep.md - 7x faster search rerank compared to the current hybrid - 50x faster tagging of content vs GLM 4.7 Flash with no failures
site·Research and data Featured Pick
1kpapers: AI Paper Ranker
Hassan’s viral app classifying and ranking over 1,000 ArXiv papers each morning into crisp domain categories with calibrated novelty scores.
Open Live Site (1kpapers.com) ⚡ 1,000 papers in 38s · $0.06
Hassan El Mghari
@nutlope
Built 1kpapers with Jev: everyday 1,000 papers come out. Jev scores each paper on calibrated 0-100 novelty scale for 6 cents total.
Evaluate paper abstract and rank novelty score against current SOTA research tracks.
Jev sits between the incoming context and the next system action. Rather than generating lengthy, slow natural language that requires brittle regex parsing, Jev returns non-autoregressive, calibrated probabilities that downstream code can immediately execute.
01novelty_scorePrimary action
02research_domainConfidence score
03read_recommendationFallback route
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InspectA visual reference finder
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InspectClassify rows in DuckDB
I made a DuckDB extension where you can use @typesafeai 's Jev to do quick classification of rows in any csv/parquet file or duckdb table about 10sec for 1k rows ~ better than using an LLM, way more ergonomic than a classifier game-changing for data analysis!