Edge AI sounds like a technical rearrangement—just moving computation from the cloud to local devices—but it ends up changing how systems behave in subtle, very practical ways. Instead of sending data somewhere else to be processed and waiting for a response, the device itself becomes capable of understanding and acting on what it sees. A camera doesn’t just record; it interprets. A sensor doesn’t just measure; it decides whether something is off.