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Orca-Bench: How Ready Are Language Model Agents for Oncall?

Arxiv.org·July 31, 2026·1 min read
Orca-Bench: How Ready Are Language Model Agents for Oncall?

AI Summary

Orca-Bench evaluates the readiness of language model agents for oncall situations, emphasizing their ability to handle root cause analysis (RCA). It highlights the challenges posed by noise in metrics and logs, along with the complexity of deciphering ambiguous reports after incidents.

From the source

Large language models can write, patch, and search code, but oncall root cause analysis (RCA) demands something different: reasoning over noisy metrics, logs, traces, and source code, starting from ambiguous user-facing reports, often hours after the incident…

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View original at Arxiv.org

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