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Service robots can now infer object ownership with near-perfect accuracy by intelligently combining LLM reasoning with targeted user questions only when uncertain.
LLM-orchestrated multi-robot systems can overcome physical execution failures and achieve near-teleoperation performance by intelligently requesting human assistance only when needed.
