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Benchmark scores can be misleading without transparency in the underlying processes, as demonstrated by CatchBench's evaluation of agent failures across multiple information states.
FOCAL outperforms traditional methods by significantly improving failure detection on unseen projects while providing rich behavioral explanations.
