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   CPUs are back
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   The AI boom already ate all the GPUs. Now it's coming for the chip nobody thought about
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              Tuesday, March 10, 2026
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               The AI boom already ate all the GPUs. Now it's coming for the chip nobody thought about.
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              Arun SANKAR / AFP via Getty Images
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Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               For three years, the defining hardware story of artificial intelligence has been a GPU shortage. Companies hoarded Nvidia's graphics processors like gold bars, willing to pay almost anything for the chips that power AI training. Entire business strategies revolved around who could get access and who couldn't.
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               Now a second shortage is emerging alongside it, and this one has caught the industry genuinely off guard. The humble CPU, the generalist processor that has powered computers for decades, is suddenly in desperately short supply.
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              <br/>
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               Intel warned
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              <a data-linktext="Chinese customers in recent weeks" data-linktype="Normal" style="color:#168DD9;background-color:#FFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;font-size:16px;" target="_blank">
               Chinese customers in recent weeks
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              <span style="background-color:#FFFFFF;font-family:Helvetica 
Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               that delivery lead times for some server CPUs have stretched to six months. AMD has pushed its own lead times to eight to ten weeks. Server CPU prices in China have jumped more than 10 percent. In the US and Europe,
              </span>
              <a data-linktext="PC prices are 
creeping upward too" data-linktype="Normal" style="color:#168DD9;background-color:#FFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;font-size:16px;" target="_blank">
               PC prices are creeping upward too
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               , as chipmakers divert manufacturing capacity from consumer products toward data centers hungry for more processors.
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               Intel's CFO David Zinsner admitted during
              </span>
              <a data-linktext="the company's January earnings" data-linktype="Normal" style="color:#168DD9;background-color:#FFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;font-size:16px;" target="_blank">
               the company's January earnings
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               call that demand had blindsided them. Six months ago, 
he said, every major cloud customer was signaling they would need more powerful CPUs but not necessarily more of them. That forecast turned out to be wrong. Unit demand surged through the second half of 2025, and Intel now finds itself running its fabs “
              </span>
              <a data-linktext="hand 
to mouth" data-linktype="Normal" style="color:#168DD9;background-color:#FFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;font-size:16px;" target="_blank">
               hand to mouth
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               ,” shipping processors as fast as they come off the line.
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              <span style="background-color:#FFFFFF;font-family:Arial;color:#000000;font-size:20px">
               The agent problem
              </span>
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              <span style="background-color:#FFFFFF;font-family:Helvetica 
Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               The explanation sits at the intersection of two trends that converged faster than anyone in the semiconductor supply chain anticipated.
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              <br/>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               The first is straightforward. Microsoft ended support for Windows 10 last October, triggering a wave of PC upgrades. Many of those buyers opted for cheaper machines running older Intel chips rather 
than the pricier AI-enabled PCs that Intel and Microsoft had been pushing. That created unexpected demand for processors Intel had been winding down.
              </span>
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              <br/>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               The second trend is more structurally interesting. The AI industry is shifting from building chatbots to deploying autonomous software agents, and this shift is fundamentally changing the ratio of hardware that data centers 
need.
              </span>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               When you ask ChatGPT a question, the CPU does very little. It converts your text into tokens, hands them to the GPU for processing, and converts the answer back. The GPU does perhaps 90 percent of the work.
              </span>
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              <br/>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               But agentic AI systems behave differently. 
They plan, execute multi-step tasks, call APIs, query databases, write and run code, coordinate dozens of sub-processes, and evaluate whether they succeeded before starting over. All of that work happens on CPUs.
              </span>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               AMD CEO Lisa Su put a finer point on it during her earnings call. The more autonomous AI agents become, she said, the more they depend on the oldest, least glamorous chip in the 
server rack.
              </span>
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              <span style="background-color:#FFFFFF;font-family:Helvetica Neue,Helvetica,Arial,sans-serif;color:#000000;font-size:16px">
               Translation: the server CPU market is about to have a very good year. Su predicted strong double-digit growth in 2026.
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