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ResearchSeptember 22, 2026

Efficient Benchmarking in Production: A Study of an Evolving LLM Agent

Production LLM agents are evaluated repeatedly as they evolve, but full agent benchmarks are costly to rerun. We study efficient recurring evaluation for a production analytics agent serving tens of thousands of monthly active users and report first-hand deployment experience.…

Yining She, Lei Lin·arXiv — cs.AI
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Key Takeaways
  • 01.Production LLM agents are evaluated repeatedly as they evolve, but full agent benchmarks are costly to rerun
  • 02.We study efficient recurring evaluation for a production analytics agent serving tens of thousands of monthly active users and report first-hand deployment experience.…

This material is provided as an extended analytical summary.

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