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AI-assisted tools accelerate offensive security workflows by reading code and generating payloads, but output is not evidence. Validation still requires human knowledge of systems, protocols, and exploitability. Bug bounty programs like Bugcrowd have seen a surge of low-quality AI-generated reports that create triage burden rather than useful security signals.
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