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Meaningful AI performance measurement is not about bigger numbers or more dashboards. It is about connecting operational signals with business truth.
This opinion piece by JetBrains’ Team Lead in AI Development Experience reflects on key takeaways from NeurIPS 2025, a major AI research conference. It explains why these insights matter and considers related signals emerging from other recent research.