The horizon of intelligence is dynamically transforming as computing power converges to the edge. This autonomous paradigm empowers devices with real-time understanding, enabling a {novel set of capabilities. From smart cities, the ability to analyze data in situ unlocks revolutionary advancements. Leveraging sophisticated algorithms Optimizing i