MACGen: Toward Functionally Correct and Secure Code Generation via Multi-Agent Collaboration
3.20T1 sourcearXiv cs.MA
arXiv cs.MAoriginal source ↗
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.25457.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryMACGen is a multi-agent framework for secure code generation comprising a planner, security advisor, coder, and reviewer that exchange only structured artifacts rather than full dialogue histories. It improves functional-and-security pass@1 by 19.61 pp on CWEval and 10.57 pp on BaxBench versus direct prompting.
Why it mattersThe artifact-only handoff pattern tackles context bloat and blurred roles common in multi-agent setups, with benchmark numbers attached to the design choice.
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