The modern stage of autonomous systems development requires a radical overhaul of the principles of interaction between human and machine. In such critically important areas as high-tech manufacturing, robotic medicine, busy logistical warehouses, autonomous transport, and household robotics, artificial intelligence can no longer remain a closed "black box&