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← Once a robot is good enough, you can teach it with words instead of…

8 connected korrents · 3 moments on record from 12 Sept 2025 to 12 Aug 2026.

Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: Once a robot is good enough, you can teach it with words instead of with demonstrations, and language becomes a training signal for motor skill. Once a robot is good enough, you canteach it with words instead of withdemonstrations, and language becomesa training signal for motor skill. Last stated 12 months ago 12 Sept 2025 · 12 months ago SL Sergey Levine — holds since 2025-09-12 — tap for who they are Same subject: Watching humans is not enough for a robot: there is no substitute for experience gathered on its own body. — tap to centre the map on it Watching humans is not enoughfor a robot: there is nosubstitute for experiencegathered on its own body. Last stated 4 weeks ago 12 Aug 2026 · 4 weeks ago CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Reinforcement learning only works once a model already knows something, which is why robots must be pre-trained by imitation first. — tap to centre the map on it Reinforcement learning onlyworks once a model alreadyknows something, which is whyrobots must be pre-trained by… Last stated 12 months ago 12 Sept 2025 · 12 months ago SL Sergey Levine — holds since 2025-09-12 — tap for who they are Same subject: Robotics will improve the rest of AI rather than the other way round, because embodiment is what teaches a model which parts of the world matter. — tap to centre the map on it Robotics will improve the restof AI rather than the otherway round, because embodimentis what teaches a model which… Last stated 12 months ago 12 Sept 2025 · 12 months ago SL Sergey Levine — holds since 2025-09-12 — tap for who they are Same subject: Robot policies already show emergent capability: one transferred a skill from its right hand to its left with no such example anywhere in its training data. — tap to centre the map on it Robot policies already showemergent capability: onetransferred a skill from itsright hand to its left with no… Last stated 4 weeks ago 12 Aug 2026 · 4 weeks ago CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Most future robotics training data will be robots' own autonomous attempts, the way most language-model data is now generated by the model itself. — tap to centre the map on it Most future robotics trainingdata will be robots' ownautonomous attempts, the waymost language-model data is… Last stated 4 weeks ago 12 Aug 2026 · 4 weeks ago CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Robots will learn from deployment more easily than chatbots do, because a physical mistake is obvious the moment it happens. — tap to centre the map on it Robots will learn fromdeployment more easily thanchatbots do, because aphysical mistake is obvious… Last stated 12 months ago 12 Sept 2025 · 12 months ago SL Sergey Levine — holds since 2025-09-12 — tap for who they are Same subject: Reinforcement learning cannot be scaled for robots the way it was for language models, because every attempt spends real robot hours instead of data-centre compute. — tap to centre the map on it Reinforcement learning cannotbe scaled for robots the wayit was for language models,because every attempt spends… Last stated 4 weeks ago 12 Aug 2026 · 4 weeks ago CF Chelsea Finn — holds since 2026-08-12 — tap for who they are Same subject: Humans barely use reinforcement learning for intelligence — what RL they do use goes into motor tasks, not problem solving. — tap to centre the map on it Humans barely usereinforcement learning forintelligence — what RL they douse goes into motor tasks, not… Last stated 11 months ago 17 Oct 2025 · 11 months ago AK Andrej Karpathy — holds since 2025-10-17 — tap for who they are
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At the centre Once a robot is good enough, you can teach it with words instead of with demonstrations, and language becomes a training signal for motor skill. Last stated 12 Sept 2025 · 12 months ago Holds Sergey Levine Read this korrent →