# Frontier Models Will Let Us Vibe-Code Robots by Alexander Wissner-Gross > "The bitter lesson is bitter indeed. The notion that robotics requires separate models is either already out the window or imminently will be. You will vibe-code a robot: drop an open frontier model such as Astra into a robotic body, and it will one-shot embodied cognition." > **— Alexander Wissner-Gross**, *MOONSHOTS Live, September 25, 2026* ## Sources and Context - **Recording or publication:** [MOONSHOTS Live at 40:57](https://www.youtube.com/watch?v=Cbk7hdOwJj4&t=2457s) — The poster preserves the complete source object used in the research dossier; square brackets or ellipses, when present, are visible editorial repairs inherited from the reconciled source record. - **Reconciled source dossier:** [[research/Jensen Pushes Back on Doomers Moonshots Live|Jensen Pushes Back on Doomers Moonshots Live]] — preserves transcript order, speaker attribution, editorial conventions, and the surrounding argument from which this Reminder was promoted. ## Related Articles and Collections - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Article:** [[articles/Vertically Integrating an AI Superpower from AI Factory to Citizen|Vertically Integrating an AI Superpower]] - **Article:** [[articles/The Immediate AI Risk Is the Public|The Immediate AI Risk Is the Public]] ## Related Topics - [[wiki/Alexander Wissner-Gross|Alexander Wissner-Gross]] - [[wiki/Generalist Robotics|Generalist Robotics]] - [[wiki/Robotics|Robotics]] ## Share on Social Media ``` "The bitter lesson is bitter indeed. The notion that robotics requires separate models is either already out the window or imminently will be. You will vibe-code a robot: drop an open frontier model such as Astra into a robotic body, and it will one-shot embodied cognition." — Alexander Wissner-Gross, MOONSHOTS Live, September 25, 2026 https://bryantmcgill.com/simple-reminders-alexander-wissner-gross-frontier-models-let-vibe-code-robots ```