1AI vs AI: Defender-Grade Incident ResponseMachine-speed attacks require machine-speed analysis, but real forensics also needs models that can examine hostile evidence safely.Defenses and Governance 2Coordinated Vulnerability DisclosureWhen you find a real flaw in someone else’s software, the safest path is private notice, time to fix, then public disclosure.Defenses and Governance 3Trusted Access and Defender EnablementTrusted access gives vetted defenders powerful artificial intelligence tools so they can find and fix weaknesses before attackers do.Defenses and Governance 4Secure-AI Governance and the Evaluation Safety CaseControls become safety only when governance turns them into a written, accountable argument before a risky AI evaluation runs.Defenses and Governance