Industry Analysis
The AI hardware race is pivoting from peak compute to system-level orchestration—a paradigm shift driven by the exhaustion of Moore’s Law. Technically, CXL and optical interconnects will increasingly supplant HBM bandwidth demands, while VRM/IVR integration pushes power delivery closer to die, elevating silicon capacitors and passive components. Geopolitically, tighter U.S.-EU export controls on advanced packaging and optical engines may force Intel and AMD to deepen localized co-development with suppliers in Taiwan, China and South Korea. NVIDIA’s GPU dominance now faces systemic threats: if Grace and Orin fail to tightly unify CPU, memory, and interconnect, AMD’s MI300X and Intel’s Gaudi3 could capture inference workloads through superior data-flow control. Over the next 12–24 months, Agentic AI will prioritize scheduling efficiency over raw FLOPS, rewarding firms with heterogeneous integration capabilities and early-customer co-design pipelines.
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