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Across 4,500 full-duplex calls and five voice configurations, Spanish, Portuguese, and Hindi remain within 3.2 task-completion points of English, but Korean and Mandarin fall by 14.7 and 8.4 points, respectively.
A 200-task voice benchmark spanning 10 entity types, controlled difficulty, caller realisms, and three environments is introduced, identifying strategy selection and successful recovery as the central bottlenecks in exact spoken entity collection.
LLM agents are rapidly becoming production software, deployed to handle customer service, adjudicate disputes, and operate internal systems. Notably, the work of building them is increasingly handed to coding agents, yet existing benchmarks say little about whether an AI system can deliver one under the conditions of a...
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