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Language-guided robots fail round-trip return runs over 75% of the time, but gating reverse execution through reliability-arbitrated geometric anchors more than doubles return success.
Humanoid robots can now walk robustly in the real world using only onboard sensors, thanks to a new diffusion policy that implicitly learns state estimation.