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.
Built an X viral post viewer with Grok 4.7 + Jev
The author built an X viral post viewer with Grok 4.7 and Jev: Jev handles scoring/sorting, Grok 4.7 explains. They claim it processed more posts in 31 seconds than they did all year, for less than a bus ticket.
i just built an X viral post viewer with Grok 4.7 + Jev and it read more posts in 31 seconds than i did all year jev does the sorting. grok 4.7 does the explaining. the whole run cost less than a bus ticket x link → jev asks 12 questions → score → grok 4.7 opens only the top
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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.
