# Finding and Fixing a Flaw Are the Same Understanding by Bryant McGill > “When general reasoning improves, offensive and defensive capability improve with it, because finding a flaw and fixing a flaw are the same act of understanding pointed in different directions.” > **— Bryant McGill**, *Vertically Integrating an AI Superpower, 2026* ## Sources and Context - **Original authored source:** [[articles/Vertically Integrating an AI Superpower from AI Factory to Citizen|Vertically Integrating an AI Superpower from AI Factory to Citizen]], “III. Mythos and the Age of AI Fighting AI” (September 28, 2026). - **Exact marked source:** “When general reasoning improves, offensive and defensive capability improve with it, because finding a flaw and fixing a flaw are the same act of understanding pointed in different directions.” - **Editorial treatment:** The Reminder reproduces the complete marked extraction without alteration. - **Context:** The passage develops [[wiki/AI Cyber Defense|AI Cyber Defense]] inside the article's argument that energy, industry, intelligence, institutions and citizen adoption form one vertically integrated system of national power. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/US-Israel Leadership Alliance|US–Israel Leadership Alliance]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/Vertically Integrating an AI Superpower from AI Factory to Citizen|Vertically Integrating an AI Superpower from AI Factory to Citizen]] - **Companion article:** [[articles/Safety Discourse Is Transition Discourse|Safety Discourse Is Transition Discourse]] - **Wiki map:** [[wiki/AI Superpower|AI Superpower]] ## Related Topics - [[wiki/AI Cyber Defense|AI Cyber Defense]] - [[wiki/Frontier AI|Frontier AI]] - [[wiki/AI Safety|AI Safety]] - [[wiki/Agentic AI|Agentic AI]] ## Share on Social Media ``` “When general reasoning improves, offensive and defensive capability improve with it, because finding a flaw and fixing a flaw are the same act of understanding pointed in different directions.” — Bryant McGill, Vertically Integrating an AI Superpower, 2026 https://bryantmcgill.com/simple-reminders-bryant-mcgill-finding-fixing-flaw-same-understanding ```