Good "Bitter Lesson 2.0" argument, but I'm not sure big data is the main thing robotics needs right now. Main challenge is still perception -> efficient/accurate/physical 3D representation. I suspect the methods that work will be hand-designed or will train locally in real-time.
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Bitter lesson by @RichardSSutton is one of the most insightful essays on AI development of the last decades.
Recently, given our progress in robotics, I’ve been trying to predict what the next bitter lesson will be in robotics and how can we prevent it today.
Let me explain 
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