Mood-Based TV Catalog Re-Ranker

Bilal Harouchi’s TV app uses Jev to re-rank 797 existing movies and shows when a viewer picks a mood on the remote. It ranks existing content rather than generating anything.

View on X cost$0.0044 per presstime~1s server-side, 1.5s on a cheap

Bilal Harouchi@bilal_harouchi𝕏

Put Jev in my TV app (stealth for now). Netflix has 2,000 engineers and still can't do "something light, no gore, we're tired." The trick isn't the model. It's refusing to let it generate anything. It ranks what I already have. Pick a mood on the remote → it re-ranks 797 movies & shows in one pass. Cards glide to their new rank. 104,557 tokens · $0.0044 per press · ~1s server-side, 1.5s on a cheap

Sep 18, 2026X postsView on X

The feature is being kept stealth for now. Cards glide to their new rank.

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