Jev beats Gemini 2.5 Flash Lite on classifier eval quality and speed
Malte Ubl ran TypeSafe AI's Jev against an existing classifier eval, where it saturated the eval on quality and was 6x faster than Gemini 2.5 Flash Lite.
Using Jev in Google Sheets for Form Survey Analysis
The author tries calling Jev inside Google Sheets for analyzing and sorting Google Form survey responses, noting it is faster than running Gemini, while cautioning that accuracy is unknown with sample data.
Jev、スプレッドシートの中で使えたら便利じゃね？と思って作ってみた。 Googleフォームでやってるアンケートの分析とか仕分け的なのとか良さそう、Gemini走らせるより早いからいい。 ※サンプルデータなので精度はわからん
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Fast row classification in DuckDB with Jev
The author released a DuckDB extension that uses TypeSafe AI's Jev to quickly classify rows in CSV/Parquet files or DuckDB tables, taking about 10 seconds for 1k rows—faster than an LLM and more ergonomic than a classifier.
Classifying 1,018 AI Papers with Jev for $0.08
The author summarized each paper with DeepSeek V4 Flash, then sent the title, summary, and 24 candidate topics to Jev for classification, processing 1,018 AI papers at $0.08 total cost and 256ms median end-to-end latency per paper.
