Researchers have introduced BeyondSWE, a new benchmark designed to evaluate code agents on more complex software engineering tasks beyond single-repository bug fixing. The benchmark, comprising 500 instances from 246 GitHub repositories, covers scenarios like cross-repository issue resolution, dependency migration, and document-to-repository generation. Current leading agents, including one based on OpenHands and another using GPT-5.4 with search augmentation, show scores below saturation, indicating significant room for improvement in their ability to integrate external information and perform broad repository-level changes. AI
RANK_REASON The cluster is about a new academic paper introducing a novel benchmark for evaluating AI code agents. [lever_c_demoted from research: ic=1 ai=1.0]
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