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Editorial: Shrinking AI PCs

Artificial intelligence (AI) can be useful in many applications, but the amount of performance needed varies significantly. In many cases a neural processing unit (NPU) is worth the investment. In larger PCs, a GPU or NPU card can deliver high-performance AI compute. However, a more compact solution might be to add an NPU via an M.2 slot if one is available.

Turning to an AI PC allows a system to employ AI acceleration that’s part of the processor package. This is the typical approach when using the compact, Next Unit of Computing (NUC) form factor. NUCs tend to have limited expansion options, often limited to M.2 or DRAM sockets, but this is often sufficient for regular PC users as well as many embedded applications.

Continue reading this editorial.

Featured Content

CATL and Argonne National Lab
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Chinese battery giant CATL has indicated its next-generation battery development will focus on lithium-air batteries, mainly due to their extremely high energy storage density...
Infineon
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Understand the benefits and challenges of using bare-die semiconductors in your designs.
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There are multiple ways to mitigate heat dissipation in a PCB.
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Testing a power supply at different load currents and different input voltages is important, but it only shows part of the truth. A Bode plot can reveal the rest.
Lee Goldberg and Tony Vitolo
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Are eVTOL aircraft harbingers of a new era of fossil-free aviation, or impractical, expensive play toys? Lee Goldberg went looking for answers at the recent 2026 Sun n’ Fun airshow...
Teledyne FLIR OEM
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Traditional fire-detection strategies that only react after smoke and flames appear are insufficient for protecting high-value, high-uptime assets such as industrial and compute...
Pennsylvania State University
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You’d be amazed what can be accomplished when you apply advanced electrochemistry and production techniques to biological materials.

New Products

Check out our new product coverage.

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Danisense's latest high-precision DC and AC current clamp-on handles galvanically isolated measurements up to 500 A with a current measurement accuracy of ±0.1%.
Microchip Technology
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Microchip’s LAN8x8x family of single-pair Ethernet PHYs support secure and deterministic Ethernet connectivity for automotive and industrial systems.
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TDK's film capacitors can handle high-frequency power converters driven by SiC while limiting parasitic losses.

Kit Close Up

Kit Close-Up is an Electronic Design video series where editors do teardowns, development kit evaluations, and other hands-on evaluations.

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The Kit Close-up is a video show about evaluation boards, development kits, and other devices and tools for the electronic design engineering community.
Kit Close-Up: BeaglePlay and BeagleConnect Freedom Wireless Development Platforms
Editor Bill Wong takes a hands-on look at the BeaglePlay and BeagleConnect Freedom Wireless development platforms.
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The new e-fuse from Microchip Technology suits virtually any high-voltage power-distribution system.
William Wong | Endeavor Business Media
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Electronic Design Editor Bill Wong examines the MPSoC solution for robots using a time-sensitive-networking example.

Multimedia on ElectronicDesign

Here are our latest videos and podcasts.

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Inside Electronics
Manufacturing automation and robotics require precision and efficiency, both of which are enabled by IoT connectivity.
EndeavorB2B/Marie Darty
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These tools generally fall into five categories: power-system designers, power-supply calculators, digital power-supply configuration tools, circuit simulation tools, and hardware...
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Editor's Choice: From the ElectronicDesign Archives

These articles were chosen by the editors at ElectronicDesign that complement the new articles above. They are included in our regular newsletters.

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My weird Uncle Martin wore many hats, but he was a teacher at heart. Besides teaching aviation tech to inner-city high-schoolers, he taught me to be curious about everything and...
POSTECH
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By implementing gold and gold-silver nanowires, researchers developed flexible biosensor platforms that can also perform logical operations.
Intel
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Schneider Electric wants to help chipmakers curb their ever-expanding carbon footprint.
Courtesy of Visionect
Disappearing Displays Quiet Display; Photo Promo Courtesy Visionect Joan Pro 6 Promo
Displays of all types have become ubiquitous in our everyday lives, but often they can be obtrusive. Thus, the advent of the “disappearing display” and the many possibilities ...

Editor's Weekly Picks

We hope you enjoy the articles on ElectronicDesign, but there's a lot going on and we can't cover everything. In this section, our editors highlight articles they found this week that you might be interested in as well.

Bill's Picks of the Week

My editorial this week is on AI but here I am taking a look at more of the basics when it comes to engineering.  

Andy's Picks from Around the Web

SpaceX to acquire Cursor for $60B in stock, days after blockbuster IPO. Link

EV sales just hit their best month since federal tax credits ended. Link

Google CEO Humiliated by Graduating Stanford Students as They Walk Out of His Speech in Protest. Link

[Data center developer games farmland ownership to have access to Colorado River water for cooling your AI cat video generation.]. Link

Global EV sales hit 1.8 million in May as Europe races ahead. Link

Click here to see Andy's full list of the latest articles and news.

[Requests for now-obsoleted carriers, battleships, fighter planes, choppers, tanks, and missiles means that taxpayers and Social Security recipients need a Congressional review of US defense budget bloatware:] Ukrainian interceptor drones are now shooting down Russian Shahed attack UAVs autonomously, utilizing a newly combat-tested AI technology that automates 95 percent of the interception process from launch to impact. Link

3D Prints in Seconds - NOW OPEN SOURCE - Computed Axial Lithography. Video

Amazon data centers used 2.5bn gallons of water in 2025. Link

Zuckerberg says Meta made 'mistakes' in AI workforce shift. Link

Anthropic CEO Floats Tax on AI Firms to Fund Universal Income. Link

China targets 40% penetration for new-energy heavy trucks by 2030. Link

KPMG's AI report becomes an accidental demo of AI hallucinations. Link

Solar generates more energy than coal in US for 1st time. Link

A $200 ChatGPT subscription could cost OpenAI $14,000 if you actually used it to its full potential. Link

The Mother of All Deep Space Radio Telescopes Is Going Up in the Nevada Desert. Link

SpaceX's president is floating a Tesla merger as the company begins trading. Link

ChatGPT’s market share slips below 50% for first time. Link

Starfall - SpaceX's Surprise New Spacecraft. Video

Andy's Video of the Week

Scott Manley extracts some interesting info on a new re-entry vehicle via SpaceX's latest FAA environmental assessment. Scott's an avid Kerbal Space enthusiast and has ginned up some nice animations to go with his analysis.

Illustrated Engineering

Here are the latest artistic contributions from ElectronicDesign editors.

We have a pretty healthy backlog of already created Inventors humor, but if you have an idea/concept for a cartoon, contact Andy by email with "toon idea" in the subject line and send a brief paragraph or so of the concept/joke. If used, we'll credit you by first name and last initial, though please note that Andy will be signing the cartoon — it's not the idea, it's the execution where all the work is. The cartoons are Andy's originals, the extensively and heavily prompted illustration is assisted by Gemini AI.

Visit the archive of andyT's prior Inventors cartoons, here

Electronic Design Week Word of the Week

Can you guess what this week's editorial-related word is? 

More Electronic Design Weekly

Top Stories Titles
Check out the top stories from this week on Electronic Design
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Check out the latest stories, videos, and podcasts from the week of June 8, 2026.

About the Author

William G. Wong

Senior Content Director - Electronic Design and Microwaves & RF

I am Editor of Electronic Design focusing on embedded, software, and systems. As Senior Content Director, I also manage Microwaves & RF and I work with a great team of editors to provide engineers, programmers, developers and technical managers with interesting and useful articles and videos on a regular basis. Check out our free newsletters to see the latest content.

You can send press releases for new products for possible coverage on the website. I am also interested in receiving contributed articles for publishing on our website. Use our template and send to me along with a signed release form. 

Check out my blog, AltEmbedded on Electronic Design, as well as his latest articles on this site that are listed below. 

You can visit my social media via these links:

I earned a Bachelor of Electrical Engineering at the Georgia Institute of Technology and a Masters in Computer Science from Rutgers University. I still do a bit of programming using everything from C and C++ to Rust and Ada/SPARK. I do a bit of PHP programming for Drupal websites. I have posted a few Drupal modules.  

I still get a hand on software and electronic hardware. Some of this can be found on our Kit Close-Up video series. You can also see me on many of our TechXchange Talk videos. I am interested in a range of projects from robotics to artificial intelligence. 

Roger Engelke Jr.

Managing Editor - Electronic Design and Microwaves & RF

Roger manages the websites and print issues for Electronic Design and Microwaves &RF. 

Cabe Atwell

Technology Editor, Electronic Design

Cabe is a Technology Editor for Electronic Design. 

Engineer, Machinist, Cartoonist, Maker, Writer. A graduate Electrical Engineer actively plying his expertise in the industry and at his company, Gunhead. When not designing/building, he creates a steady torrent of projects and content in the media world. Many of his projects and articles are online at element14 & SolidSmack, industry-focused work at EETimes & EDN, and offbeat articles at Make Magazine. Currently, you can find him hosting webinars and contributing to Electronic Design and Machine Design.

Cabe is an electrical engineer, design consultant and author with 25 years’ experience. His most recent book is “Essential 555 IC: Design, Configure, and Create Clever Circuits

Cabe writes the Engineering on Friday blog on Electronic Design. 

See Cabe's cartoons & comic strips here. 


 

James Morra

Senior Editor

James Morra is the senior editor for Electronic Design, covering the semiconductor industry and new technology trends, with a focus on power electronics and power management. He also reports on the business behind electrical engineering, including the electronics supply chain. He joined Electronic Design in 2015 and is based in Chicago, Illinois.

Andy Turudic

Technology Editor, Electronic Design

Andy Turudic is a Technology Editor for Electronic Design Magazine, primarily covering Analog and Mixed-Signal circuits and devices and also is Editor of ED's bi-weekly Automotive Electronics newsletter.

He holds a Bachelor's in EE from the University of Windsor (Ontario Canada) and has been involved in electronics, semiconductors, and gearhead stuff, for a bit over a half century. Andy also enjoys teaching his engineerlings at Portland Community College as a part-time professor in their EET program.

"AndyT" brings his multidisciplinary engineering experience from companies that include National Semiconductor (now Texas Instruments), Altera (Intel), Agere, Zarlink, TriQuint,(now Qorvo), SW Bell (managing a research team at Bellcore, Bell Labs and Rockwell Science Center), Bell-Northern Research, and Northern Telecom.

After hours, when he's not working on the latest invention to add to his portfolio of 16 issued US patents, or on his DARPA Challenge drone entry, he's lending advice and experience to the electric vehicle conversion community from his mountain lair in the Pacific Northwet[sic].

AndyT's engineering blog, "Nonlinearities," publishes the 1st and 3rd Tuesday of each month. Andy's OpEd may appear at other times, with fair warning given by the Vu meter pic. His cartoon series, "Inventors", appears each week in Electronic Design Weekly.

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