Teleop is so 2025. Ever since we unveiled EgoScale and the dexterity scaling law, it's been clear to us and the ecosystem that behavior cloning directly from humans is the way to break the curse of teleop. 2026 is all about scaling robot learning without robots.
Jim Fan says robot learning from human video replaces teleoperation in 2026
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Jim Fan argues that behavior cloning directly from humans, following EgoScale and its dexterity scaling law, has become the way to move past teleoperation. He says 2026 will focus on scaling robot learning without robots. The post is cited alongside EgoVerse, an ecosystem for egocentric human data with 1300+ hours across 240 scenes and 2000+ tasks.
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@DrJimFan
Introducing EgoVerse: an ecosystem for robot learning from egocentric human data. Built and tested by 4 research labs + 3 industry partners, EgoVerse enables both science and scaling 1300+ hrs, 240 scenes, 2000+ tasks, and growing Dataset design, findings, and ecosystem 🧵
Source: Jim Fan · x.comPublished · added here