This colloquium explores the transformative role of advanced AI hardware in shaping the future of automation and the journey toward Artificial General Intelligence (AGI). The session highlights how technologies such as GPUs, TPUs, neuromorphic chips, edge AI devices, and high-performance computing systems are accelerating intelligent decision-making across industries. Participants will gain insights into emerging trends, real-world applications, and the impact of AI-driven hardware innovations on robotics, smart systems, healthcare, manufacturing, and autonomous technologies.