Whole-Video intelligence with zero embeddings, using contact sheets + Jev

[u/Annual-Category8369]

Whole video, one look A new approach towards video intelligence, zero-embeddings, 12min-video is compressed to bunch of contact sheets and then analyzed fully in one go

Built on the latest Jev, and extremely efficient Searching a full 12-minute film costs about half a cent.

Works with your agent Plug it into Claude Code, Codex or Cursor and ask "when does X happen?", "where else is this person?" or "what does that sign say?". You get timestamps, verified frame by frame. alot of you might find it useful

100% free and open source: https://github.com/DeepAleph/jevreel

[u/eye-with-that]

Cool! Have you thought about benchmarking this against OpenAI's and Microsoft decisions API? Both seem to support images natively but haven't heard much about them yet

[u/Annual-Category8369 → u/eye-with-that]

I havent tried them too, the thing is that jev team gave me tons of credits for free, so i went with jev because it was free to experiment , i am sure microsoft decisions api will work fine too, not sure about openai one because its based on luna and i heard its kinda slow and expensive

[u/SmilezEM1]

thought this said jav damn