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Исследования2026年9月22日
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
Original SourceKey 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.
Read full article at sourceAggregated within AI Qazaqstan national intelligence stream with author attribution.
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