Industry Analysis
The AI inference chip boom is triggering a full-stack technological cascade—from EDA tools to advanced packaging. Custom accelerators are accelerating Arm’s data center adoption, eroding x86 dominance. Geopolitical friction, while raising compliance costs, is fast-tracking vertical integration across Taiwan, China; Korea; and mainland China—especially in HBM and CoWoS. Microsoft and AWS are countering NVIDIA’s ecosystem lock-in with in-house chips like Ironwood to build closed-loop AI infrastructure. SoftBank’s Ampere acquisition targets cloud-native AI standard-setting power. Over the next 12–24 months, edge inference chips face oversupply risks, but high-bandwidth data center inference units will remain scarce, pulling forward commercialization of chiplet and optical I/O technologies.
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