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

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**Published:** 2026 ж. 22 қыркүйек
**Author:** Yining She, Lei Lin
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/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.…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2609.21267)

**Тегтер:** #arXiv

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