Knowledge & search
Jev Catch-up Notes for Non-Engineers
Introductory notes on Jev for non-engineers, helping readers quickly grasp the basics. Link
0123Snapshot 2026-09-23
THE JEV GUIDE · CURATED EDITION
Knowledge & search.
Launch news, explanations, demos, and community projects around TypeSafe Jev, organized by topic. Every entry links back to its X source.
Curated selection · Not exhaustive · Updated manually
2611curated posts
1435original videos
01 / EXPLORE
Explore the library
0 means awaiting a verified post
Knowledge & search
Using Jev to locate topic timestamps in podcast transcripts
Feeding transcripts and show notes to Jev to determine at which minute and second a linked topic appears; a 3-hour episode takes 0.5s and costs $0.003.
1412575Snapshot 2026-09-23
Knowledge & searchOriginal video
Using Jev to auto-classify an Obsidian vault
A user shares that Jev handles classification for their Obsidian vault, leaving Obsidian mainly for plugins.
00010Snapshot 2026-09-23
Knowledge & search
Using Jev to Classify Site Articles and Visualize Internal Links
A user shares using Jev to classify site articles, visualize internal links, and generate a list of links to add, noting it could extend to linking YouTube videos and blogs.
00132Snapshot 2026-09-22
Knowledge & searchOriginal video
Infinite Movie Search with Jev
The author shares a demo site for infinite movie search built with Jev. Link
0005Snapshot 2026-09-22
Knowledge & search
Quick JEV model benchmark on 'Lalka' text data
The author ran a low-cost quick benchmark of the JEV model on text related to the film 'Lalka' and added a few exam questions about 'Lalka'.
1008Snapshot 2026-09-22
Knowledge & searchOriginal video
LLM vs Jev: What's the Difference?
An educational post comparing LLM and Jev, noting that many AI builders get the distinction wrong.
0006Snapshot 2026-09-22
Knowledge & searchOriginal video
Jev Integrated into PaperDance: Better arXiv Paper Filtering
A user plugged TypeSafe's Jev into PaperDance to run one yes/no question per paper across 100 arXiv candidates, cutting off-topic cards on page 1 from 4, 9, and 7 to 0 at about 1 second and $0.0004 per page, based on real production data. Link
0006Snapshot 2026-09-22
Knowledge & search
Discussion of Jev on GSM8K and MATH
Delip Rao notes that Jev may count only occasionally, yet can solve GSM8K and MATH problems, sparking discussion about its math abilities.
000507Snapshot 2026-09-22
Knowledge & searchOriginal video
Building Knowledge Graphs Fast with Jev
The post demonstrates using Jev to deterministically generate subjects, predicates, and objects per sentence, enabling fast and cheap knowledge graph construction, e.g., turning the Constitution into a knowledge graph in 4 seconds. Link
204430Snapshot 2026-09-22
Knowledge & search
Explaining the features and use cases of Jev, the AI that doesn't write text
Introduces the features of the trending AI Jev and summarizes concrete use cases to help readers understand and apply it.
112133Snapshot 2026-09-22
Knowledge & searchOriginal video
Milvus test: Jev beats Qwen on nDCG but is 10.2× slower and 6.7× more expensive
Milvus testing shows Jev outperforms Qwen on nDCG but is 10.2× slower, 6.7× more expensive, and a 0.5 filter drops 18.8% of relevant docs.
20097Snapshot 2026-09-22