移至主內容

AI at Scale: Breaking the Energy Wall with HI

上午 11:10 - 上午 11:35

As AI enters its most demanding compute era, system performance is no longer limited by transistor scaling, but by interconnect energy and data movement. This fundamental shift elevates system-level design and positions heterogeneous integration as the critical engine to sustain AI scaling.

 

This talk explores how advanced packaging innovations are redefining the AI roadmap by enabling shorter interconnects, higher I/O density, and dramatically lower energy per bit. Together, these advances unlock significant gains in bandwidth, power efficiency, and overall system performance. A key focus will be vertical interconnect scaling through fine-pitch hybrid bonding and die-to-wafer (D2W) integration, which are rapidly becoming foundational for next-generation AI architecture.

As D2W pitches continue to shrink, scaling challenges move beyond individual processes to full integration complexity. Achieving high yield and performance demands tight co-optimization across materials, processes, and design, with critical focus on defectivity reduction, overlay precision, and stress control.

 

The presentation will also introduce reconstituted D2W integration as a scalable pathway for high-volume manufacturing of advanced AI systems. By combining architectural innovation with deep process co-optimization, heterogeneous integration extends system scaling beyond traditional limits and enables the next wave of AI performance growth.

 

Key Technologies Covered

  • Heterogeneous integration for AI system scaling
  • Hybrid bonding & Die-to-Wafer (D2W) for high-density interconnects
  • Reconstituted D2W & co-optimization for manufacturability

Featured Speakers

Dr. Ashok Kumar Muthukumaran

Dr. Ashok Kumar Muthukumaran

Senior Director, Applied Materials (Singapore)

Dr. Ashok Muthukumaran is a semiconductor technology leader with over 20 years of experience driving advanced process and integration innovation across the U.S. and Singapore. He earned his Ph.D. in Materials Science & Engineering from the University of Arizona and began his career at Intel Corporation (USA), where he led CMP development from the 65nm to 14nm technology nodes.

He later served as Technology Development Director for 3D NAND at Micron Technology (Singapore), where he delivered an unprecedented “3-peat” in technology leadership, enabling the industry’s first Gen 7, Gen 8, and Gen 9 nodes.

Dr. Ashok is currently Senior Director of Advanced Packaging and Head of Integration at Applied Materials (Singapore), where he leads next-generation heterogeneous integration and drives strategic customer technology enablement for AI and high-performance computing applications. He is a recognized thought leader and invited speaker at major industry forums, including SEMICON SEA and IEEE EDTM (2026), presenting advanced packaging and system-level scaling technologies.

In addition, he represents Applied Materials in strategic government engagements, including collaborations with ministries in India to help shape the future direction of advanced packaging ecosystems. He has authored over 100 publications and patents and has received multiple industry recognitions, including the Micron Innovation Award, Micron CEO Challenge Award, Intel Awards, NACE Award, and SRC Award.