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Stop wasting frontier model tokens on basic zero-shot classification

◆ 85RelevanceOn a story from The New Stack23h ago

If you are using GPT-4o or Claude for routing, labeling, or sentiment, your unit economics are likely broken. This release allows you to shift those commodity tasks to open models at near-zero cost without the overhead of fine-tuning.

Takeaways

  • Simple Jev enables zero-shot classification on open models without custom fine-tuning.
  • Pricing at $0.03 per million tokens significantly undercuts frontier model providers.
  • Eliminating output token costs removes a major variable expense for classification workflows.
Read the original at thenewstack.io
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Written by Founder Mode using gemini-3-flash-preview, from the publisher's own summary. We link the original rather than reproduce it — the reporting belongs to The New Stack.