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🔥AgentFlow automatically synthesizes multi-Agent systems to discover Chrome sandbox escape zero-day vulnerabilities
The UC Santa Barbara Feng Yu team, together with other institutions, proposed AgentFlow: an automated synthesis of multi-agent harnesses for vulnerability discovery. The paper notes that when the model stays unchanged, only modifying the harness can make the success rate multiple times higher, but existing solutions are mostly manually written or only search part of the design space. AgentFlow uses a typed graph DSL to unify the five dimensions of harnesses into an editable graph program, enabling step-by-step simultaneous changes to agents, topology, prompts, and toolsets. The outer loop identifies failure stages from runtime signals such as target program coverage, sanitizer reports, and more, replacing the…