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Robots can now navigate cluttered spaces more efficiently by directly "seeing" and tolerating contact with movable objects, thanks to a vision-language model that reasons about contact in image space.
Robots that learn from their mistakes *while* navigating? SERP unlocks this by evolving the action model in-context during replanning, boosting success rates and cutting token costs.
