RedReplier Classification with Jev

Taras switched RedReplier’s classifier to Jev and ran it against a 2M dataset, reporting better quality than his previous DeepSeek setup. He says it saves him ~$700/year and is roughly 5x faster.

View on X cost~$700/yeartimeroughly 5x faster

Taras@tarasshyn𝕏

Hype aside, I switched to Jev as the classifier for RedReplier. Ran it against the 2M dataset, and the quality is BETTER than my previous setup with DeepSeek. Saves me ~$700/year, and it's ridiculously fast - roughly 5x faster. https://t.co/khGk7inFKF

Sep 22, 2026X postsView on X

Also filed under Triage & routing

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