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Nanyang Technological University, Agency for Science, Technology and Research (A*STAR)
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Automatically generated Multi-Agent Systems are not only outperformed by Single-Agent Systems but also exhibit architectural inefficiencies that challenge the very foundations of multi-agent design principles.
LLMs can generate syntactically correct tests, but their ability to *reason* about code faults is surprisingly poor, hindering autonomous debugging.