Patterns And Issues In AI Chip Design


AI is becoming more than a talking point for chip and system design, taking on increasingly complex tasks that are now competitive requirements in many markets. But the inclusion of AI, along with its machine learning and deep learning subcategories, also has injected widespread confusion and uncertainty into every aspect of electronics. This is partly due to the fact that it touches so many... » read more

Your AI Chip Doesn’t Need An Expensive Insurance Policy


Imagine you are an architect designing a new SoC for an application that needs substantial machine learning inferencing horsepower. The team in marketing has given you a list of ML workloads and performance specs that you need to hit. The in-house designed NPU accelerator works well for these known workloads – things like MobileNet v2 and Resnet50. The accelerator speeds up 95+% of the comput... » read more

Optimizing IC Designs For Real-World Use Cases


Semiconductor systems are becoming more focused on power, performance, and area for the primary scenarios they are likely to see in real-world applications, but increasingly at the expense of secondary tasks. This is happening at all levels of abstraction and all stages of the design flow. At the highest level, processors are being optimized to run a given set of software. RISC-V is one of t... » read more

AI, Rising Chip Complexity Complicate Prototyping


Prototyping, an essential technology for designing complex chips in tight market windows, is becoming significantly more challenging for the growing number of designs that include AI/ML. Prototyping remains one of the foundational pillars of the whole shift left movement, allowing software to be developed and tested before actual silicon is available. That, in turn, enables multiple teams t... » read more

Compiler-Driven Performance Boosts For GPNPUs


The GNU C Compiler – GCC – was first released in 1987. 36 years ago. Several version streams are still actively being developed and enhanced, with GCC13 being the most advanced, and a GCC v10.5 released in early July this year. You might think that with 36 years of refinement by thousands of contributors that penultimate performance has been achieved. All that could be discovered has bee... » read more

Chiplets: Deep Dive Into Designing, Manufacturing, And Testing


Chiplets are a disruptive technology. They change the way chips are designed, manufactured, tested, packaged, as well as the underlying business relationships and fundamentals. But they also open the door to vast new opportunities for existing chipmakers and startups to create highly customized components and systems for specific use cases and market segments. This LEGO-like approach sounds ... » read more

Shift Left, Extend Right, Stretch Sideways


The EDA industry has been talking about shift left for a few years, but development flows are now being stretched in two additional ways, extending right to include silicon lifecycle management, and sideways to include safety and security. In addition, safety and security join verification and power as being vertical concerns, and we are increasingly seeing interlinking within those concerns. ... » read more

A Bridge From Mars To Venus


In a now-famous 1992 pop psychology book titled "Men Are from Mars, Women Are from Venus," author John Gray posited that most relationship troubles in couples stem from fundamental differences in socialization patterns between men and women. The analogy that the two partners came from different planets was used to describe how two people could perceive issues in completely different and sometim... » read more

HBM’s Future: Necessary But Expensive


High-bandwidth memory (HBM) is becoming the memory of choice for hyperscalers, but there are still questions about its ultimate fate in the mainstream marketplace. While it’s well-established in data centers, with usage growing due to the demands of AI/ML, wider adoption is inhibited by drawbacks inherent in its basic design. On the one hand, HBM offers a compact 2.5D form factor that enables... » read more

Week In Review: Design, Low Power


Keysight Technologies said it intends to acquire ESI Group for €913 million (~$998.6 million). ESI Group provides virtual prototyping solutions for the automotive and aerospace end markets that can create real-time digital twins to simulate a product's behavior during testing and real-life use. MLCommons announced the latest results from two MLPerf benchmark suites. One aims to measure the... » read more

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