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Artificial Intelligence
For what seems like a long time in the fast-moving world of AI, CNNs and their relatives have driven AI engine architectures at the edge. While the nature of neural net algorithms has evolved significantly, they are all assumed to be efficiently handled on a heterogenous platform processing through the layers of a DNN: an NPU for … Read More
Aberration-free optics are bulky and expensive. Thanks to high-performance AI-enabled processors and GPUs with abundant processing capabilities, image quality nowadays relies more on high computing power tied to miniaturized optics and sensors. Computational imaging is the new trend in imaging and relies on the fusion … Read More
For many years, monolithic chips defined semiconductor innovation. New microprocessors defined new markets, as did new graphics processors, and cell-phone chips. Getting to the next node was the goal, and when the foundry shipped a working part victory was declared. As we know, this is changing. Semiconductor innovation is… Read More
The first AI Generated Open-Source Silicon Design Challenge invited participants to use generative AI to design an open-source silicon chip and tape it out in just three weeks. The contestants were required to create Verilog code from natural language prompts, and then implemented their designs using the chipIgnite platform… Read More
While sensor-based control and activation systems have been around for several decades, the development and integration of sensors into control systems have significantly evolved over time. Early sensor-based control systems utilized basic sensing elements like switches, potentiometers and pressure sensors and were … Read More
In our day to day lives, we all benefit from image signal processing (ISP), whether everyone realizes it or not. ISP is the technique of processing image data captured by an imaging device. It involves a series of algorithms that transform raw image data into a usable image by correcting for distortions, removing noise, adjusting… Read More
A new look at fault localization and repair in debug using learning based on deep semantic features. Paul Cunningham (Senior VP/GM, Verification at Cadence), Raúl Camposano (Silicon Catalyst, entrepreneur, former Synopsys CTO and now Silvaco CTO) and I continue our series on research ideas. As always, feedback welcome.
I recently read a thought-provoking article in Quanta titled Chatbots Don’t Know What Stuff Isn’t. The point of the article is that while large language models (LLMs) such as GPT, Bard and their brethren are impressively capable, they stumble on negation. An example offered in the article suggests that while a prompt, “Is it true… Read More
AI-generated chip design is progressing at an incredible pace!
Earlier this week, I wrote about the Efabless AI Generated Open–Source Silicon Design Challenge. If you haven’t done so already, take a closer look at the challenge and see first-hand what this is all about. In talking to Mike Wishart and Mohamed Kassem, co-founders… Read More
I have observed before that the success of an AI engine at the edge rests heavily on the software interface to drive that technology. Networks trained in the cloud need considerable massaging to optimize for smaller and more specialized edge devices. Moreover, an AI task at the edge depends on a standalone pipeline demanding a mix… Read More
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Reachability in Analog and AMS. Innovation in Verification