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Circuit Board Shortage, an Nvidia Probe, Robots and Fake Papers

Tony Paris
November 2, 2026
5 min read

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AI demand is squeezing computer parts, a big Nvidia deal faces questions, robots keep spreading, and one writer tested a fake AI science paper.

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AI demand is using up factory capacity for circuit boards, so prices may rise. If you plan to buy a computer or gadget soon, keep that in mind. It is also wise to read new study headlines with care.

I also look at a U.S. review of a big Nvidia deal. Robots are spreading too. And one writer tested whether AI could fake a science paper.

A shortage of circuit boards

A printed circuit board, or PCB, is the flat board inside almost every electronic device. It holds the chips and connects them. It is a basic part. Few people think about it.

Tom's Hardware cites a report from Nikkei Asia. It says AI companies are buying up much of the supply. AI products need more boards and pay more for them. Here is what industry managers said:

  • Some PCB orders may take up to 30 months to fill.
  • One supplier said a new order placed today would not be filled until late 2028.
  • One Taiwanese PC maker spoke about a key material called copper clad laminates (CCLs). Its cost has risen at least 12 times since July.
  • A top supplier of that material has orders filling up to 2030. This is true even though it plans to triple its output by 2028.
  • Pay for skilled PCB workers has risen 20% to 30%.

Why it matters to you: Tom's Hardware says shortages and price rises are likely in the coming months. Prices for other parts already rose through 2026. These include RAM (short-term memory), SSDs (storage drives) and GPUs (graphics chips).

What to watch for: Board makers plan to grow. One maker, Unimicron, may grow its output 2.5 times over three years. The question is whether new factories can catch up.

Questions about a big Nvidia deal

Nvidia makes many of the chips that run AI. In September, it agreed to buy Hugging Face for almost $13 billion. Hugging Face runs an open-source site where people host and test new AI models. Open source means the code is shared for others to see and use.

Tom's Hardware reports on a story from Reuters. It says the U.S. Department of Justice has asked how the deal could affect Nvidia's rivals. The worry is that Nvidia could control a key place where AI products are shared. Nvidia declined to comment on the story. Nvidia has said it will keep supporting other chip and AI providers after the deal closes.

Why it matters to you: This is about fair competition. Reviews like this ask whether one company could gain too much control of a growing market.

What to watch for: Hugging Face is expected to become part of Nvidia in the first half of 2027.

Robots are spreading

The Robot Report released its free 2026 Robotics Handbook. It says more businesses are using robots. One reason is a shortage of workers. Another is that robots are getting easier to use. Two industry groups, the IFR and A3, track robot orders. They say orders are climbing again after a pause that followed the pandemic.

Here are a few points from the handbook summary:

  • Humanoid robots are robots shaped like people. They are still being built and tested in early trials.
  • AI is starting to make robots more independent and easier to use. It is also making them safer around people.
  • Worries about data, cybersecurity and national control of technology remain.
  • Construction is a field where automation is just getting started.

What to watch for: Whether humanoid robots move from trials into real jobs.

Can AI fake a science paper?

In IEEE Spectrum, writer Benjamin Skuse describes a test. He used only free versions of ChatGPT and Gemini. He asked them to write a paper about research that never happened. He was not allowed to edit what the AI wrote. The journal IEEE Access agreed to let him test its defenses.

The article shares some numbers about AI in science papers:

  • In 2023, about 12% of published academic papers showed signs of AI writing. By 2025, the estimate was 57%.
  • In 2025, for every 40 papers with signs of AI use, only one said so openly.
  • Some estimates say hundreds of thousands of fake papers are made each year.

Signs of AI use do not always mean a paper is poor. Still, there is concern. Amanda Sulicz manages research integrity at IEEE. She said AI slop is "completely eroding trust in science." AI slop means low-quality content made in bulk with AI. Many paper reviewers are volunteers. Extra checks add to their work.

Why it matters to you: News stories, health advice and public choices often rely on published research. When trust in papers drops, it is harder to know what is true.

What to watch for: How journals change their checks to keep fake work out.

Have a question about anything here? Email me at sales@appwt.com or call (888) 565-0171, and I will answer it.

Sources

Tags

PCB shortage circuit board shortage AI demand Nvidia Hugging Face Department of Justice AI generated scientific papers humanoid robots 2026 computer prices rising AI IEEE Access AI experiment
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Tony Paris

Founder and Tech Wizard at AppWT Web & AI Solutions. With over 29 years of experience in web development, Tony helps businesses succeed online through custom websites, SEO, and AI integration.

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Frequently Asked Questions

What is a PCB?

A printed circuit board is the flat board inside electronic devices. It holds the chips and connects them. Tom's Hardware reports that AI demand is causing a shortage of these boards.

Will computers cost more?

Tom's Hardware says shortages and price rises for circuit boards are likely in the coming months. Prices for memory, storage drives and graphics chips already rose through 2026.

Why is the government looking at Nvidia's Hugging Face deal?

Reuters, as reported by Tom's Hardware, says the Department of Justice asked how the deal could affect Nvidia's rivals. Nvidia declined to comment. It says it will keep supporting other chip and AI providers.

Are humanoid robots being used in jobs now?

The Robot Report says humanoid robots are still in development and early trials. Overall robot orders are climbing, though.

How common is AI writing in science papers?

IEEE Spectrum reports that about 57% of academic papers in 2025 showed signs of AI writing. Only about one in 40 of those papers said so openly.

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