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Frontier work moves faster than any delivery cycle. We track it, test the parts that claim a production benefit, and publish what held. Most of it does not. The value is knowing which.

Retrieval versus fine tuning on domain documents: what changed in 2026, and what did not.

Bench Test

The fine tuning case gets made again every quarter. We ran both approaches over the same regulated corpus and measured retrieval accuracy, cost per query and time to update. One of the three decided it.

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