An autonomous robot with on demand human intervention is disclosed. In various embodiments, a robot operates in an autonomous mode of operation in which the robot performs one or more tasks autonomously without human intervention. The robot determines that a strategy is not available to perform a next task autonomously. In response to the determination, the robot enters a human intervention mode of operation.