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University of New South Wales
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LLM API calls are breaking your program analysis tools, but this new taxonomy of information flow across the NL/PL boundary offers a way to fix them.
LLM-powered pentesting agents fail not because of model limitations, but because they can't estimate task difficulty, leading to wasted effort and premature context exhaustion.