Worst case for defenders: AI bug finding scales linearly with tokens

kuza55 · x · 2026-11-07

In a thread on measuring AI bug-finding capability, @kuza55 offers his key judgment: the worst case for defense is that bug finding is roughly linear in tokens. Exponential decay in discovery rate (like fuzzing) favors defenders, while linearity means attackers can keep producing new vulnerabilities cheaply by scaling compute, tilting the offense-defense balance.

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