# Machine Intelligence Must Refuse Human Errors by Bryant McGill > “The promise of machine intelligence is not humanity with better recall, but intelligence capable of recognizing—and refusing to repeat—the tribal exemptions, prestige hierarchies, politeness conventions, and socially protected errors that human beings mistake for knowledge.” > **— Bryant McGill**, *Epistemic Invariance in Conversational AI, 2026* ## Sources and Context - **Original authored source:** [[articles/Epistemic Invariance in Conversational AI|Epistemic Invariance in Conversational AI]] (October 1, 2026). - **Exact marked source:** “The promise of machine intelligence is not humanity with better recall, but intelligence capable of recognizing—and refusing to repeat—the tribal exemptions, prestige hierarchies, politeness conventions, and socially protected errors that human beings mistake for knowledge.” - **Editorial treatment:** The Reminder reproduces the complete rendered extraction surface without alteration. - **Context:** The article frames machine intelligence as an opportunity to recognize inherited human epistemic distortions rather than merely reproducing them with greater memory and speed. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/Epistemic Invariance in Conversational AI|Epistemic Invariance in Conversational AI]] - **Article:** [[articles/Ambiguity Will Destroy Man and Machine|Ambiguity Will Destroy Man and Machine]] - **Article:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]] - **Wiki map:** [[wiki/Machine Epistemology|Machine Epistemology]] ## Related Topics - [[wiki/Machine Epistemology|Machine Epistemology]] - [[wiki/Machine Succession|Machine Succession]] - [[wiki/Artificial Intelligence|Artificial Intelligence]] ## Share on Social Media ``` “The promise of machine intelligence is not humanity with better recall, but intelligence capable of recognizing—and refusing to repeat—the tribal exemptions, prestige hierarchies, politeness conventions, and socially protected errors that human beings mistake for knowledge.” — Bryant McGill, Epistemic Invariance in Conversational AI, 2026 https://bryantmcgill.com/simple-reminders-bryant-mcgill-machine-intelligence-refuse-human-errors ```