The rapid evolution of artificial intelligence (AI) has revolutionized industries across the globe. With its ability to analyze vast datasets and identify patterns with remarkable accuracy, AI is poised to unleash unprecedented insights. However, traditional cloud-based AI architectures often face challenges related to latency, bandwidth constraint