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3 min read

Small models, sharp jobs

When a 7B model beats a frontier model, and how to know.

/ Tags#models#efficiency#cost#engineering
/ Highlights
3 points
  • 01Frontier models are overkill for narrow jobs
  • 02One-sentence, ten-example test
  • 03Small models: cheaper, faster, easier to govern

Frontier models are magnificent generalists. For narrow, high-volume, latency-sensitive jobs, they are also overkill.

We routinely see small fine-tuned or well-scoped models beat frontier models on specific tasks — cheaper, faster, and easier to control.

The trick is knowing which jobs qualify. Rule of thumb: if you can describe the task in one sentence and see the pattern in ten examples, a small model can probably do it.

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