Meerkat uses clustering plus agentic search to detect sparse safety violations across many agent traces, outperforming baselines and finding nearly 4x more reward-hacking cases on CyBench.
Scan the cluster metadata first, including any topic labels, suspicion scores, sizes, and representative traces, and use that to decide which groups deserve deeper investigation
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Detecting Safety Violations Across Many Agent Traces
Meerkat uses clustering plus agentic search to detect sparse safety violations across many agent traces, outperforming baselines and finding nearly 4x more reward-hacking cases on CyBench.