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Huang takes the GTC stage
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Plus: The latest with oil.
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Tuesday, March 17, 2026
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Jensen Huang says the next AI boom belongs to inference
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Jensen Huang walked onto the SAP Center stage on Monday for his GTC keynote address and did what he does best: turning a product keynote into a zoning hearing for the future. The Nvidia founder opened GTC by promising a tour through “every single layer” of AI, then spent the next stretch arguing that the company isn’t just selling chips into a hot
market. Nope. The company wants to define the whole physical plant of the AI economy: the compute, the networking, the storage, the software, the models, the factories, and — because subtlety is clearly out of season — maybe even the orbital data centers.
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The keynote sprayed announcements in every direction, but the real message was tight. Huang wanted investors, customers and rivals to hear four things clearly: AI demand is still climbing fast enough to justify indecent
amounts of spending; inference is now the center of the battlefield; agents are supposed to spill out of chatbots and into the daily machinery of office work; and the next gold rush after digital AI is likely going to be physical AI, where robots, autonomous systems and industrial software burn through even more data and infrastructure.
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Physical AI
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Here's what you need to know
</span>
</h1>
</td>
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<td class="td100" colspan="2" style="background-color:#EFEFEF;width:33.3333%;vertical-align:top;font-family:Arial,Helvetica,sans-serif;font-size:15px">
<a aria-label="President Donald Trump in the Oval Office (Will Oliver/EPA/Bloomberg via Getty Images)" style="color:#105C8E;" target="_blank" title="President Donald Trump in the Oval Office (Will Oliver/EPA/Bloomberg via
Getty Images)">
<img alt="President Donald Trump in the Oval Office (Will Oliver/EPA/Bloomberg via Getty
Images)" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FTrump%2520stern.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3NzM3NDIxNTQuMzYwMTA3fQ:1w2RMQ:MKWxjmquQ-5UBkEe4s5IMvycDXOLOIk_Kr4Ng4kaWAw" style="width:200px;max-height:338px;vertical-align:middle;border:0;" width="200"/>
</a>
</td>
<td class="td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;vertical-align:top">
<div style="line-height: 1.4">
<strong>
<a data-linktext="Trump's proposed waiver isn’t enough alone for lower gas
prices." data-linktype="Normal" style="color:#105C8E;" target="_blank">
Trump's proposed waiver isn’t enough alone for lower gas prices.
</a>
</strong>
The White House said it could relax shipping rules under the Jones Act, a century-old maritime law requiring goods shipped between U.S. ports to be carried on U.S.-owned ships with an American crew.
</div>
</td>
</tr>
<tr style="background-color:#EFEFEF">
<td class="td100" colspan="6" height="24" style="background-color:#EFEFEF;width:100%;height:24px;font-size:1px;vertical-align:top;font-family:Arial,Helvetica,sans-serif">
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<tr class="trpad10" style="background-color:#EFEFEF">
<td class="td100" colspan="2" style="background-color:#EFEFEF;background-repeat:no-repeat;background-size:auto;vertical-align:top;width:33.3333%;font-family:Arial,Helvetica,sans-serif;font-size:15px">
<a aria-label="Aaron Schwartz/CNP/Bloomberg via Getty Images" style="color:#105C8E;" target="_blank" title="Aaron Schwartz/CNP/Bloomberg via Getty Images">
<img alt="Aaron Schwartz/CNP/Bloomberg via Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FScott%2520Bessent.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3NzM3NDIxNTQuMzYwMjc5fQ:1w2RMQ:Rb6GtnHz9O8F0NCoo7p-XR2VJLTGu-VHMlcwl7efcfE" style="width:200px;max-height:338px;vertical-align:middle;border:0;" width="200"/>
</a>
</td>
<td class="td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;vertical-align:top">
<div style="line-height: 1.4">
<strong style="color:#105C8E">
<a data-linktext="The U.S. is letting Iranian oil tankers through the Strait of Hormuz." data-linktype="Normal" style="color:#105C8E;" target="_blank">
The U.S. is letting Iranian oil tankers through the Strait of Hormuz.
</a>
</strong>
“The Iranian ships have been getting out already, and we've let that happen to supply the rest of the world,” Treasury Secretary Scott Bessent said on
CNBC. "We think that there will be a natural opening that the Iranians are letting out.”
</div>
</td>
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<td class="td100" colspan="6" height="24" style="background-color:#EFEFEF;width:100%;height:24px;font-size:1px;vertical-align:top;font-family:Arial,Helvetica,sans-serif">
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<tr class="trpad10" style="background-color:#EFEFEF">
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<a aria-label="The Strait of Hormuz. (Photo by FADEL SENNA / AFP via Getty Images)" style="color:#105C8E;" target="_blank" title="The Strait of Hormuz. (Photo by FADEL SENNA / AFP via Getty
Images)">
<img alt="The Strait of Hormuz. (Photo by FADEL SENNA / AFP via Getty Images)" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252Fstrait%2520of%2520hormuz.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3NzM3NDIxNTQuMzYwMzk5N30:1w2RMQ:80gjPRP4mt0_ljG0ekfuGEpnB-5OSAahZTmFhm92250" style="width:200px;max-height:338px;vertical-align:middle;border:0;" width="200"/>
</a>
</td>
<td class="td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;vertical-align:top">
<div style="line-height: 1.4">
<strong>
<a data-linktext="Oil hits $104 a barrel as U.S. pushes to reopen the Strait of
Hormuz." data-linktype="Normal" style="color:#105C8E;" target="_blank">
Oil hits $104 a barrel as U.S. pushes to reopen the Strait of Hormuz.
</a>
</strong>
Last week marked Brent's first settlement above $100 since 2022, capping a gain of more than 11%. At the pump, the national average for regular gasoline reached nearly $3.72 a gallon Monday — up 25% since the war began.
</div>
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<a aria-label="Andrej Sokolow/picture alliance via Getty Images" style="color:#105C8E;" target="_blank" title="Andrej Sokolow/picture alliance via Getty Images">
<img alt="Andrej Sokolow/picture alliance via Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FMeta%2520logo.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3NzM3NDIxNTQuMzYwNTE2OH0:1w2RMQ:2R0C2scJ99Y_lCJvY3Q6Ck-dslA8XXZTjIBWkXOJTs4" style="width:200px;max-height:338px;vertical-align:middle;border:0;" width="200"/>
</a>
</td>
<td class="td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;vertical-align:top">
<div style="line-height: 1.4">
<strong>
<a data-linktext="Meta stock pops 3% on a headline about big AI layoffs." data-linktype="Normal" style="color:#105C8E;" target="_blank">
Meta stock pops 3% on a headline about big AI layoffs.
</a>
</strong>
A report late last week said top executives have told senior leaders to begin planning for layoffs that could affect 20% or more of the company's roughly 79,000 employees. At 20%, the
current round would affect more than 15,000 workers.
</div>
</td>
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<td class="td100" colspan="6" height="24" style="background-color:#EFEFEF;width:100%;height:24px;font-size:1px;vertical-align:top;font-family:Arial,Helvetica,sans-serif">
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<td class="td100" colspan="2" style="background-color:#EFEFEF;background-repeat:no-repeat;background-size:auto;vertical-align:top;width:33.3333%;font-family:Arial,Helvetica,sans-serif;font-size:15px">
<a aria-label="Kaveh Kazemi/Getty Images" style="color:#105C8E;" target="_blank" title="Kaveh Kazemi/Getty Images">
<img alt="Kaveh Kazemi/Getty Images" class="img100" data-linktype="Normal" data-target="_blank" height="auto" src="https://inboxflows.com/_/image/https%253A%252F%252Fqz.com%252Fcdn-cgi%252Fimage%252Fwidth%253D640%252Cheight%253D360%252Cfit%253Dcover%252Cquality%253D85%252Cformat%253Dauto%252Fhttps%253A%252F%252Fassets.qz.com%252Fmedia%252FGettyImages-2265406584.jpg/?inbox_flows_img_sig=eyJwYXRoIjoiaHR0cHMlM0ElMkYlMkZxei5jb20lMkZjZCIsInRpbWUiOjE3NzM3NDIxNTQuMzYwNjQ0OH0:1w2RMQ:JxQTYA_nU_Gj5G0pFctwSDWu69GVhb7E8htENIstqP8" style="width:200px;max-height:338px;vertical-align:middle;border:0;" width="200"/>
</a>
</td>
<td class="td100" colspan="4" style="background-color:#EFEFEF;padding:10px;font-size:15px;font-family:Arial,Helvetica,sans-serif;width:66.6667%;vertical-align:top">
<div style="line-height: 1.4">
<strong>
<a data-linktext="Goldman Sachs says oil has a $100 problem." data-linktype="Normal" style="color:#105C8E;" target="_blank">
Goldman Sachs says oil has a $100 problem.
</a>
</strong>
The bank said in a Friday note that it expects Brent to average above $100 a barrel in March, a jump from where the bank’s forecasts sat just days ago and another
sign that Wall Street has moved from pricing a geopolitical scare to pricing a supply squeeze.
</div>
</td>
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Recommended
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1 week, 6 days ago - hi@e.qz.com
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