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Altman tells Stanford OpenAI is betting on robots that build data centres
Asked by an MBA student at Stanford's business school, in a video published 21 October 2026, OpenAI's Sam Altman also said the company has made its own chip, with another to follow.
Check our sources · 9 facts from 2 sources
Video: Stanford Graduate School of Business on YouTube
Key points
- Asked what infrastructure OpenAI is betting on now, Altman answered "Robots?" (33:18).
- Altman described a loop of "robots that can build more robots and then data centers that can effectively build more data centers", which he said gets "much less talk" (33:50).
- Altman said OpenAI made its own chip, with another coming, and claimed "huge wins from a sort of intelligence per watt perspective" (33:53); he gave no measurement.
What happened
Sam Altman, OpenAI's co-founder and chief executive, spoke at Stanford Graduate School of Business in its "View From The Top" series. The video, "Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence", was published on the school's YouTube channel on 21 October 2026.
Asked by an MBA student what infrastructure OpenAI is betting on now, Altman answered "Robots?" (33:18).
He said that besides recursive self-improvement for AI models there is another loop: "if you have robots that can build more robots and then data centers that can effectively build more data centers" (33:25), which he said could lead to "building more power plants" (33:40). He said this gets "much less talk" (33:50).
He also said "we made our own chip called Jalapeño" and that another is coming after it, with "huge wins from a sort of intelligence per watt perspective" (33:53). OpenAI is investing in "the whole supply chain, like fabs, power, all the equipment in data centers" (34:16).
Earlier Altman said that "in some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now" (16:19), and that "we're going to have to make some changes to how we think about pacing progress from here" (17:01).
Underlined sentences link to the facts we checked. Dotted words open a short explainer.
Fact 3 of 9 · from Stanford Graduate School of Business (YouTube), 21 Oct 2026
What infrastructure are you all betting on now to further the mission of OpenAI? [SAM ALTMAN] Robots?
Fact 8 of 9 · from Stanford Graduate School of Business (YouTube), 21 Oct 2026
In some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now
What it means for you
Our viewThis is Altman's view, given in answer to a student's question, and not an OpenAI announcement. His answer to what OpenAI is betting on was "Robots?", followed by a description of robots building data centres. The intelligence-per-watt comparison with other chips is his own claim, and no measurement was given.
He also said OpenAI is investing in the whole supply chain, including fabs, power and data-centre equipment (34:16). If you plan around AI compute prices or capacity, treat these as a stated direction, not a commitment, and ask your provider whether its own chips change what you pay or what capacity you can reserve.
It adds no new facts.
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Check our sources
Every sentence above is checked against these 2 sources.
1 Scaling AI for everyone
Open the source archived copy-
OpenAI signs Sam Altman's quotes as co-founder and CEO of OpenAI.
cite
2 Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence
Open the source archived copy-
The video 'Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence' is on the Stanford Graduate School of Business YouTube channel and was uploaded on 2026-10-21; its description says it is a View From The Top interview.
citeSam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence; channel Stanford Graduate School of Business; uploadDate 2026-10-21T14:21:00-07:00; description: View From The Top interview, Claudia Chen, MBA '27 speaks with Sam Altman
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Asked what infrastructure OpenAI is betting on now to further its mission, Altman answered 'Robots?' (33:18).
citeWhat infrastructure are you all betting on now to further the mission of OpenAI? [SAM ALTMAN] Robots?
-
Altman said 'if you have robots that can build more robots and then data centers that can effectively build more data centers' (33:25), and that you can make more compute 'all the way down to building more power plants' (33:38).
citeThere is another loop, which is if you have robots that can build more robots and then data centers that can effectively build more data centers, including operating chip fab facilities and such, you can make a lot more compute all the way down to building more power plants.
-
Altman said the robot-and-data-centre loop 'gets much less talk' than the recursive loop in AI research (33:50).
citerecursive loop in AI research. It gets much less talk, so that's one.
-
Altman said 'we made our own chip called Jalapeño, and we have another one coming after it' (33:53), with 'huge wins from a sort of intelligence per watt perspective relative to anything else out in the market' (33:56).
citeAnother is we made our own chip called Jalapeño, and we have another one coming after it that are huge wins from a sort of intelligence per watt perspective relative to anything else out in the market.
-
Altman said 'We're investing a lot in the whole supply chain, like fabs, power, all the equipment in data centers' (34:16).
citeWe're investing a lot in the whole supply chain, like fabs, power, all the equipment in data centers
-
Altman said 'In some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now' (16:19).
citeIn some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now
-
Altman said 'we're going to have to make some changes to how we think about pacing progress from here' (17:01).
citewe're going to have to make some changes to how we think about pacing progress from here.
Every sentence above is checked against these 2 sources. Each fact has its own address you can cite.
Source 1 · OpenAI · 27 Feb 2026
Scaling AI for everyone
Source 2 · Stanford Graduate School of Business (YouTube) · 21 Oct 2026
Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence
The video 'Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence' is on the Stanford Graduate School of Business YouTube channel and was uploaded on 2026-10-21; its description says it is a View From The Top interview.
Sam Altman, Co-Founder and CEO of OpenAI: Staying Human While Scaling Superintelligence; channel Stanford Graduate School of Business; uploadDate 2026-10-21T14:21:00-07:00; description: View From The Top interview, Claudia Chen, MBA '27 speaks with Sam Altman
Asked what infrastructure OpenAI is betting on now to further its mission, Altman answered 'Robots?' (33:18).
What infrastructure are you all betting on now to further the mission of OpenAI? [SAM ALTMAN] Robots?
Altman said 'if you have robots that can build more robots and then data centers that can effectively build more data centers' (33:25), and that you can make more compute 'all the way down to building more power plants' (33:38).
There is another loop, which is if you have robots that can build more robots and then data centers that can effectively build more data centers, including operating chip fab facilities and such, you can make a lot more compute all the way down to building more power plants.
Show all 8 factsShow fewer facts
Altman said the robot-and-data-centre loop 'gets much less talk' than the recursive loop in AI research (33:50).
recursive loop in AI research. It gets much less talk, so that's one.
Altman said 'we made our own chip called Jalapeño, and we have another one coming after it' (33:53), with 'huge wins from a sort of intelligence per watt perspective relative to anything else out in the market' (33:56).
Another is we made our own chip called Jalapeño, and we have another one coming after it that are huge wins from a sort of intelligence per watt perspective relative to anything else out in the market.
Altman said 'We're investing a lot in the whole supply chain, like fabs, power, all the equipment in data centers' (34:16).
We're investing a lot in the whole supply chain, like fabs, power, all the equipment in data centers
Altman said 'In some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now' (16:19).
In some narrow senses, like certainly mathematical reasoning, as far as I'm concerned, we have superintelligence now
Altman said 'we're going to have to make some changes to how we think about pacing progress from here' (17:01).
we're going to have to make some changes to how we think about pacing progress from here.
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