Taming AI Scaling Stresses: Digital Materials Discovery for Manufacturing‑Ready Adoption
As AI scaling stresses device physics across power delivery, heat removal, and nanoscale integration, materials innovation must move faster than traditional development cycles allow. The increasing complexity of devices and integration schemes demands non-traditional discovery methodologies to support speed-to-market/yield. Our talk explores how data-driven materials discovery, development, and scaling, as well as addressing the fab adoption challenges for purity, particle defects, environmental control, and process consistency, are necessary elements for qualification of innovations while delivering manufacturing‑ready, high‑quality, and sustainable solutions for next‑generation logic, memory, and accelerator platforms.