Cybersecurity
Threat models, defensive posture, and thinking like an attacker.
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Teaching AI to Hunt What Humans Miss: Building a Bug Bounty Brain That Thinks in Chains
Rejected bug bounty reports cost me real money, so I trained small specialised models to predict vulnerability chains like IDOR into privilege escalation. The synthetic data overfit, which turned out to be the lesson.