Frontier AI models are compressing the timeline between vulnerability and exploit from months to hours. Defenders who adopt these tools find and fix bugs faster; attackers who adopt them, or who simply wait for defenders' patches and reverse-engineer them into exploits, move faster too. This is not a future concern: models can already find serious vulnerabilities that traditional tooling and human