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Today's mainstream AIs are not created by agents learning from experiences doing tasks in real\u2010world contexts and interacting with people. Today's robots do not learn by sensing, acting, doing experiments, and collaborating. Future robots will need to learn from such experiences in order to be ready for robust deployment in human service applications. This paper investigates what aspirational future autonomous human\u2010compatible service robots will need to know. 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