Tradeoffs To Improve Performance, Lower Power


Generic chips are no longer acceptable in competitive markets, and the trend is growing as designs become increasingly heterogeneous and targeted to specific workloads and applications. From the edge to the cloud, including everything from vehicles, smartphones, to commercial and industrial machinery, the trend increasingly is on maximizing performance using the least amount of energy. This ... » read more

Making Sense Of New Edge-Inference Architectures


New edge-inference machine-learning architectures have been arriving at an astounding rate over the last year. Making sense of them all is a challenge. To begin with, not all ML architectures are alike. One of the complicating factors in understanding the different machine-learning architectures is the nomenclature used to describe them. You’ll see terms like “sea-of-MACs,” “systolic... » read more

Auto OEMs Face New Competitive Threats


Automotive design and manufacturing are undergoing a fundamental shift to the left as cars increasingly are electrified and chips take over more functions formerly done by mechanical parts, setting the stage for massive disruption across a supply chain that has been in place for decades. The success of Tesla — a company that had never actually built a chip or a car — was both a surprise ... » read more

Firmware Skills Shortage


Good hardware without good software is a waste of silicon, but with so many new processors and accelerator architectures being created, and so many new skills required, companies are finding it hard to hire enough engineers with low-level software expertise to satisfy the demand. Writing compilers, mappers and optimization software does not have the same level of pizazz as developing new AI ... » read more

Week In Review: Auto, Security, Pervasive Computing


Security Microsoft and Synopsys are working together on a secure cloud-based chip development environment for United States Department of Defense’s Rapid Assured Microelectronics Prototypes (RAMP) program. “Through this integration on the RAMP program, Synopsys' trusted design, verification and silicon IP solutions will be available in Microsoft Azure," said Mujtaba Hamid, head of Silicon ... » read more

Edge-Inference Architectures Proliferate


First part of two parts. The second part will dive into basic architectural characteristics. The last year has seen a vast array of announcements of new machine-learning (ML) architectures for edge inference. Unburdened by the need to support training, but tasked with low latency, the devices exhibit extremely varied approaches to ML inference. “Architecture is changing both in the comp... » read more

AI And ML Applications Require Advanced Datapath Verification


In popular usage, the term “artificial intelligence” (AI) once conjured up images of robot armies subjugating humans or evil computers outsmarting their users, as in '2001: A Space Odyssey.' In recent years, AI has become a part of daily life for much of the planet’s population. People use voice commands to interact with their smartphones, smart speakers and even TV remote controls. Sophi... » read more

CEO Outlook: 2021


The new year will be one of significant transition and innovation for the chip industry, but there are so many new applications and market segments that broad generalizations are becoming less meaningful. Unlike in years past, where sales of computers or smart phones were a good indication of how the chip industry would fare, end markets have both multiplied and splintered, greatly increasin... » read more

System Design For Next-Generation Hyperscale Data Centers


As we are in the process of hyperscaling the large volumes of data that our devices and sensors create, processing this data along the way at far and near edges, and transmitting the hard-to-imagine volumes of data through networks to data centers for processing, the data center itself is undergoing a fundamental shift with new networking and architecture co-design opportunities. In a previous ... » read more

Week In Review: Auto, Security, Pervasive Computing


Pervasive computing — Data centers, cloud, 5G, edge In a move to improve data collection for IC manufacturing, PDF Solutions entered a definitive agreement to acquire Cimetrix Incorporated. Cimetrix makes connectivity products for smart manufacturing, which PDF Solutions will use in its Exensio product to facilitate moving IC manufacturing data from the factory floor to cloud-based analytics... » read more

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