The AI hardware landscape is seeing transformative change with former Intel CEO Pat Gelsinger investing in Fractile, a UK-based startup revolutionizing AI model inference. By focusing on running large language model inference in memory, this innovation reduces compute overhead and enhances scalability, crucial for optimizing AI performance and efficiency.