Foundation Model For Physics: The Next Layer Of Intelligence For Engineering


Over the past decade or so, foundation models have emerged as the dominant paradigm for interacting with language, images, and code. Large Language Models (LLMs) can generate text. Vision models can interpret images. Multimodal systems can connect the two seamlessly. But one domain has not yet seen the same foundation-model-level shift: validated, deterministic reasoning over the physical wo... » read more

Powering AI At Scale: Why 3D-ICs Demand A New Approach To Power Integrity


By Muhammad Hassan and Sudarshan Deo The semiconductor industry is undergoing a fundamental transition. Performance scaling is no longer driven primarily by transistor density, but by advanced packaging—2.5D, 3D-ICs, chiplets, and heterogeneous integration. Fig. 1: 3D-IC and 2.5D structure. These architectures are essential to meeting the extreme performance and bandwidth demands... » read more

Automated Multiphysics For Successful 3D-IC Design


By John Ferguson and Sheltha Nolke For design teams adopting 3D-IC architectures, the relentless pursuit of performance and reliability brings a familiar, yet increasingly complex, set of challenges: how do we manage power, dissipate heat and navigate the intricate dance of physics within these stacked architectures? While 3D-ICs offer significant advantages in size, performance, power effic... » read more

Detecting Chemical Variability At Advanced Nodes


Key Takeaways Yield loss is increasingly driven by molecular variability in thin films, interfaces, and contamination rather than visible defects. Reliability issues often appear first as parametric drift or margin erosion under workload and thermal stress. Detection requires correlating molecular metrology, embedded electrical telemetry, and AI-driven wafer inspection. As s... » read more

Edge And Micro Data Centers: Powering The Real-Time Digital World


The modern world no longer runs on delayed responses. It runs on immediacy. When a self-driving vehicle identifies a pedestrian, when a factory robot adjusts production in milliseconds, or when an augmented reality overlay appears instantly during remote surgery, there is no tolerance for latency. These applications demand data processing that happens almost at the speed of human reflexes. B... » read more

Data Center Digital Twins: How Simulation Improves Design And Performance


Data center digital twins are transforming data center design from assumption-based planning to physics-backed simulation—well before the first rack is deployed. By combining physics simulations with real operational data, a data center digital twin enables teams to predict performance, reduce risk, and optimize capacity with measurable confidence. As power densities rise from AI and hype... » read more

Integrating Optics And Engineering: How Simulation Transforms Medical Device Design


The integration of optical systems in medical devices is a rapidly growing area of focus and investment within the medical technology sector. From surgical lasers and diagnostic imaging tools to microscopes applied in research, advanced optics have enormous potential to drive better patient outcomes. However, designing advanced optical systems for medical devices poses numerous complex... » read more

Tracking Your Preferences


I like to use my last blog of the year to focus on you, the reader. You provide valuable feedback to me and the rest of the team at Semiconductor Engineering. What do you want to see us write about? How in-depth should things be? This is always a balance between the amount of information provided and the rate at which readers tire with an article. My focus is the channels I write for – Sys... » read more

Thermal Management In 3D-IC: Modeling Hotspots, Materials, & Cooling Strategies


As three-dimensional integrated circuit (3D-IC) technology becomes the architectural backbone of AI, high-performance computing (HPC), and advanced edge systems, thermal management has shifted from a downstream constraint to a fundamental design driver. The dense vertical integration that enables unprecedented performance also concentrates heat at levels that traditional two-dimensional design ... » read more

Optimizing Optical Fiber Connections In Hyperscale Datacenters: A Simulation-Driven Approach


Hyperscale datacenters are redefining the limits of data transmission technology, driven by increasing demands for higher bandwidth, lower power consumption, and reduced latency. Through advanced simulation workflows and multiphysics integration, engineers can design, optimize, and validate optical coupling systems for next-generation datacenters. The use of Ansys Optics software for photonic c... » read more

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