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arXiv — cs.AI

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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.…

arXiv — cs.AIBy: Yining She, Lei LinSeptember 22, 2026 (Sep 22)
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  • 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.…
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Efficient Benchmarking in Production: A Study of an Evolving LLM Agent

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