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AI-driven semiconductor systems are the next major transformation in chip design and manufacturing. The central idea is that semiconductor workflows are becoming too complex, too data-intensive, and too time-sensitive to be managed only through traditional human-driven engineering processes. Modern chips now involve billions or even trillions of transistors, advanced packaging, chiplets, 3D integration, heterogeneous architectures, and nanometer-scale manufacturing tolerances.

Dr. Albert Liu is the Founder and CEO of Kneron, a full-stack edge AI company pioneering next-generation Neural Processing Unit (NPU) architectures and localized AI infrastructure. Widely recognized as a pioneer in NPU architecture, Dr. Liu has spent decades advancing AI hardware, semiconductor systems, and computer vision technologies through leadership roles at Qualcomm, Samsung Electronics R&D Center, MStar, and Wireless Information.

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Mark Ren has 26 years of EDA and AI R&D experience spanning IBM Research and NVIDIA Research, driving design automation innovations that power modern chip design. He received the IBM Corporate Award for contributions to the design closure for high-performance microprocessors. At NVIDIA, he helped establish the company as a world leader in AI for chip design and GPU-accelerated EDA.

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