Machine self-awareness remains a central but un-resolved challenge in embodied intelligence. Existing artificial intelligence systems are largely built on an outside-in paradigm, in which external sensory data are processed into task-oriented outputs. Although such systems can support perception, prediction, and control, they lack an internally grounded mechanism for distinguishing...