A Hybrid Subsystem Architecture To Elevate Edge AI


The world of artificial intelligence is moving beyond the cloud and into our everyday devices from smart sensors to robotics and AR/VR headsets. One of the key components that enables this shift is a neural processing unit (NPU), also known as an AI accelerator, which is a specialized hardware designed to execute AI models. Optimized for neural network, deep learning, and machine learning tasks... » read more

How Grinn And Synaptics Are Accelerating Edge AI Adoption And Innovation


From smart cities to industrial automation, organizations are rethinking how and where data is processed. The answer, increasingly, is at the Edge—where devices can analyze information in real time without sending it to the cloud. This approach improves responsiveness, enhances security, and reduces reliance on network connectivity. Recognizing this shift, Grinn Global and Synaptics have p... » read more

Balancing Workloads In AI Processor Designs


A growing number of AI processors are being designed around specific workloads rather than standardized benchmarks, optimizing performance and power efficiency, but often with enough flexibility to adapt to future changes. While the fundamentals of matrix multiplication and software optimization still apply, those alone are no longer sufficient. Designs need to address specific data types, w... » read more

AI: Driving the Way to Safer and Smarter Cars


As autonomous vehicles have only begun to appear on limited public roads, it has become clear that achieving widespread adoption will take longer than early predictions suggested. With Level 3 systems in place, the road ahead leads to full autonomy and Level 5 self-driving. However, it’s going to be a long climb. Much of the technology that got the industry to Level 3 will not scale in all th... » read more

Complex Mix Of Processors At The Edge


With AI changing so fast, it’s a juggle for companies to ensure they can deliver the best performance now while also future-proofing for unknown AI models or a completely different approach to training and inference that may emerge. There are a slew of options for high-end and budget phones, hyperscalers, and low-cost, low-power edge devices, and while GPUs keep making headlines, many designe... » read more

Power Gating Enabling in NPUs (Univ. of Illinois Urbana-Champaign)


A new technical paper titled "ReGate: Enabling Power Gating in Neural Processing Units" was published by researchers at the University of Illinois Urbana-Champaign. Abstract "The energy efficiency of neural processing units (NPU) is playing a critical role in developing sustainable data centers. Our study with different generations of NPU chips reveals that 30%–72% of their energy consump... » read more

Will New Processor Architectures Raise Energy Efficiency?


Data centers continue to heat up as new processors consume more energy than ever before. Cooling is the primary weapon against the heat these processors generate, but it won’t be able to keep up forever with traditional processor architectures. New ones may be necessary. There are opportunities today to make well-known architectures more energy-efficient, but the number of options for subs... » read more

That’s Not A DSP!


In the 1986 hit comedy movie "Crocodile Dundee," the title character – a rough and tumble Australian transported to the mean streets of New York City – is confronted by street thugs brandishing a switchblade knife who demand his wallet. In response he cooly smirks and pulls a knife out of his belt that is 10 times the size of the would-be assailants’ weapon and delivers the signature line... » read more

Enhancing Dexterous Humanoid Robot Hands With Superior Touch ICs


New Paths to Human-Level Dexterity Humanoid robots and other general-purpose robotic platforms have made astonishing progress in locomotion and perception. Some can now run, jump, and even perform flips, while advanced computer vision enables object recognition at scale. Yet true human-level dexterity requires more than just bipedal agility or high-resolution cameras: it demands a refined s... » read more

The Coming NPU Population Collapse


At some point in everyone’s teenage years of schooling we were all taught in a nature or biology class about cycles of population surges and then inevitable population collapses. Whether the example was an animal, plant, insect or even bacteria, some external event triggers a rapid surge in the population of a species which leads to overpopulation and competition for resources (food, space, s... » read more

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