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Jun-Yu Liu

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Book Open access Oct 2026

MACO-AI: Multi-agent Code Optimization via Annotations and Intrinsics

Repository-scale code optimization demands broad diagnosis, but unconstrained agent edits impede review and attribution. We present MACO-AI, a reusable multi-agent optimization skill that restricts source changes to annotations and intrinsics. Before delegation, initialization freezes the source state and measurement c...

Jun-Yu Liu, Zong-Yan Xian · 0 citations

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