# AI-Powered Robots Could Leapfrog Today's Automation Curve by Russell Legate-Yang and Maxim Massenkoff > "AI-powered robots could leapfrog our scale and do work they cannot today, for example by learning to climb ladders or use their arms and grippers more deftly." > **— Russell Legate-Yang and Maxim Massenkoff**, *What work can robots do?, September 30, 2026* ## Sources and Context - **Direct publication:** [What work can robots do?](https://www.anthropic.com/research/what-work-can-robots-do) — published September 30, 2026. - **Exact published statement:** “AI-powered robots could leapfrog our scale and do work they cannot today, for example by learning to climb ladders or use their arms and grippers more deftly.” - **Context and evidence boundary:** The authors identify a limit of forecasts based on current capabilities: embodied AI can create discontinuous capability gains rather than follow a smooth historical cost curve. - **Weekly source dossier:** [[research/Weekly Reminder Hunt - 2026-10-02|Weekly Reminder Hunt — October 2, 2026]] preserves the selection rationale and the other authoritative statements reviewed in the same production cycle. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/Vertically Integrating an AI Superpower from AI Factory to Citizen|Vertically Integrating an AI Superpower]] ## Related Topics - [[wiki/Russell Legate-Yang|Russell Legate-Yang]] - [[wiki/Maxim Massenkoff|Maxim Massenkoff]] - [[wiki/AI Labor Substitution|AI Labor Substitution]] - [[wiki/Data Center Investment|Data Center Investment]] - [[wiki/Generalist Robotics|Generalist Robotics]] ## Share on Social Media ``` "AI-powered robots could leapfrog our scale and do work they cannot today, for example by learning to climb ladders or use their arms and grippers more deftly." — Russell Legate-Yang and Maxim Massenkoff, What work can robots do?, September 30, 2026 https://bryantmcgill.com/simple-reminders-massenkoff-ai-powered-robots-could-leapfrog-today-s ```