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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Hanxiang Xu

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Aug 2026

HGFuzzer: Directed Greybox Fuzzing via Large Language Model

HGFuzzer, an automated framework that augments DGF with predicate-guided execution synthesis, and successfully triggered 19 bugs, unearthed 9 previously unknown, CVE-assigned bugs, confirming its efficacy in real-world security auditing.

Hanxiang Xu, Yan-Jie Zhao, Junqing Yu et al. · 0 citations

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