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Main evaluation uses 140 ALFWorld test tasks, 500 WebShop test instances, and tau2-bench airline, retail, and telecom domains; banks start empty, tasks are streamed in batches, ground-truth verifiers score tasks, and the executor-as-judge controls bank admission. · CiteArk