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Embodied AI 101

Episode 21: Deep Dive: ReinboT and the Fusion of RL with Vision-Language-Action

04 Aug 2025

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Introduction: A New Twist in Robot Learning Hello and welcome to Robotics Unwrapped, where we explore cutting-edge advances in robot learning. Today, we’re diving into ReinboT, a model fresh out of ICML 2025 that promises to amplify robot manipulation by weaving reinforcement learning (RL) ideas into vision-language-action (VLA) models. Imagine a robot that not only interprets what it sees and the instructions it’s given, but also has a sense of how rewarding its actions will be. ReinboT

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