AI RESEARCH
Agentic Vulnerability Reasoning on Windows COM Binaries
arXiv CS.LG
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ArXi:2605.05000v1 Announce Type: cross Windows Component Object Model (COM) services run with elevated privileges and are widely accessible to authenticated users, making race conditions in these binaries a critical surface for local privilege escalation. We present SLYP, an end-to-end agentic pipeline that discovers race condition vulnerabilities in COM binaries and generates debugger-verified proof-of-concept (PoC) code.