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The same challenges that have always existed in robotics.

general perception, dealing with unexpected circumstances, understanding requests from people in normal acoustic situations, recognising people in all lighting or angles, manipulating small objects, objects never encountered before, handling soft items like a cable harness. The use of human tools.

the list is very long.