Summary Artificial intelligence is being adopted across an increasingly broad range of computing platforms, from smartphones, IoT devices, and smart displays to autonomous systems, edge servers, AI PCs, and hyperscale data centers. As AI inference becomes a fundamental capability throughout the entire compute ecosystem, demand for higher performance, lower latency, and greater power efficiency continues to accelerate. Yet for many AI startups and fabless semiconductor compani