# Recursive AI Will Force Humans to Trust Models to Explain Models by David Robinson > “On the recursive self-improvement path, human beings will increasingly have to defer to models to explain how the models work and whether they are aligned, at a time when we fundamentally have not established that they are aligned.” > **— David Robinson**, *The Ezra Klein Show, October 7, 2026* ## Sources and Context - **Official episode:** [“This Is Nuts.” An OpenAI Insider Explains Why He Quit](https://podcasts.apple.com/us/podcast/this-is-nuts-an-openai-insider-explains-why-he-quit/id1548604447?i=1000793623910) — publisher-hosted episode identifying Robinson as Klein's guest and preserving the complete conversation. - **Publisher transcript:** [David Robinson on OpenAI safety and why he quit](https://www.nytimes.com/2026/10/06/opinion/ezra-klein-podcast-david-robinson.html) — official *New York Times* episode page and transcript route. - **Timecoded source object:** [[research/David Robinson on OpenAI Safety, Superintelligence, and the Transhumanist Transition|David Robinson on OpenAI Safety, Superintelligence, and the Transhumanist Transition]], **49:54** — reconciled from the supplied complete YouTube auto-caption transcript and kept in broadcast order. - **Editorial treatment:** Verbal filler, stutters and transcript punctuation are normalized for reading; the quotation remains one contiguous source object and does not join different turns. - **Context:** In this portion of the conversation, Robinson addresses coding agents, recursive self-improvement and the erosion of human inspectability. The complete premise, mechanism and consequence are retained so the statement remains intelligible apart from the episode. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/We Cannot Un-Strike the Match|We Cannot Un-Strike the Match]] - **Article:** [[articles/Safety Discourse Is Transition Discourse|Safety Discourse Is Transition Discourse]] - **Article:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]] ## Related Topics - [[wiki/David Robinson|David Robinson]] - [[wiki/Recursive Self-Improvement|Recursive Self-Improvement]] - [[wiki/Recursive Opacity Loop|Recursive Opacity Loop]] - [[wiki/AI Oversight Stack|AI Oversight Stack]] ## Share on Social Media ``` “On the recursive self-improvement path, human beings will increasingly have to defer to models to explain how the models work and whether they are aligned, at a time when we fundamentally have not established that they are aligned.” — David Robinson, The Ezra Klein Show, October 7, 2026 https://bryantmcgill.com/simple-reminders-david-robinson-recursive-ai-will-force-humans-to-trust-models-to-explain-models ```