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Gaoling School of Artificial Intelligence, Renmin University of China
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Black-box RL can boost agent performance by nearly 15 points on complex tasks, revealing a new frontier for scalable optimization.
Building agents that can reliably automate complex, multi-step workflows over local files and tools just got a whole lot easier.
Today's code-generating AI falls apart when faced with real-world software engineering tasks that demand cross-repository reasoning and external knowledge, achieving less than 45% success on the new BeyondSWE benchmark.
