The perimeter of intelligence is continuously shifting as computing power migrates to the edge. This autonomous paradigm empowers systems with real-time understanding, enabling television remote a {novel set of opportunities. From smart cities, the ability to interpret data in situ unlocks unprecedented efficiency. Leveraging advanced algorithms