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Embodied AI 101

Episode 30: Learning a Thousand Tasks: Oxford’s MT3 and the Quest for Generalist Robots

14 Nov 2025

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## Introduction Robots that can learn **many diverse tasks** efficiently have long been a goal in robotics. Humans can watch a single demonstration and immediately attempt a new task, but robots typically require _massive training data_ for each new skill. Recent research is closing this gap with innovative multi-task learning approaches. The Robot Learning Lab at Oxford (Imperial College London) recently demonstrated a system that learned **1,000 distinct manipulation tasks in a single da...

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