Technology

observability telemetry

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On-call agents reach only 25.3% realistic root-cause accuracy

ORCA-bench gives five frontier agents source code plus six days of Prometheus, Jaeger, OpenSearch and Grafana telemetry. The best system reached 25.3% root-cause accuracy on medium tasks and 10% on hard cases in a curated 50GB environment.

Why it matters: Strong coding performance does not automatically transfer to incident investigation across noisy logs, traces, metrics and ambiguous user reports.

Read storyOriginal source · arxiv.org