Why it matters
LLM-powered attacks are new landscape. Understanding shapes defense priorities.
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The architecture
Capabilities: scan for vulnerabilities, generate exploit code, chain multi-stage attacks.
Bounded by tool access + reasoning capability.
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How it works end to end
Defensive use: fuzzing, code audit, security testing.
Offensive: automated attacks against systems.
Dual-use: same capabilities help defenders and attackers.
Emerging: patch generation, automated remediation.