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Security Experts: AI Hacking Tools Help Defenders More Than Attackers

Schneier examined Anthropic's restricted "Mythos" model and a UK AI Security Institute finding that OpenAI's GPT-5.5 performs comparably at detecting security flaws. He concludes the dual-use technology favors defenders long-term: attackers exploit individual bugs, but defenders can systematically scan and patch entire codebases. He extends the argument to spotting tax loopholes and regulatory gaps.

The instinct is to panic — "AI can find vulnerabilities!" — but Schneier's reframe is the one executives should internalize. Offense gets one shot per bug; defense gets to run the scanner across everything it owns, continuously. AI tilts that asymmetry toward whoever has the most to protect. The practical takeaway: if your security team isn't already running AI vulnerability scanning against your own code, your competitors' attackers will. This becomes table-stakes audit practice by year-end, not a nice-to-have.
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