Hi, today I build a document classification system with jev.

Adminby Anon2026-09-17

Hi, today I build a document classification system with jev. I optimize performance and cost. If you want to have an overview : https://x.com/Charlyhno/status/2100670579321754080 I also put this project on l'y github

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Post by @Charlyhnox.comJEV is insane. 🤯 A few optimizations I made: • 24k chars → 4.5k max with a structured local profile • Category + language + subject in a single request • 16 parallel documents + SHA-256 cache to avoid unnecessary calls

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Triage 1,700 emails for $0.18 with four verdicts each Sniff Test: a prose linter where Jev is the judge.γ: Memory χ: Choice Δ: Change φ: Emotional Focus λ: Logic ∑: Exception Handling κ: Correctness or Resolution η: