MIT Technology Review · May 19, 2025
Karen Hao traces OpenAI’s shift in MIT Technology Review
Markdown · JSON · Original source
On May 19, 2025, Karen Hao recounts in MIT Technology Review how reporting on began with a three-day visit in 2019 and grew into a profile of a lab changing its structure, funding and approach to openness. and Ilya Sutskever argued that building (AGI)—which OpenAI defined as software matching or exceeding human performance on most economically valuable tasks—could help solve complex problems and distribute economic benefits. Hao’s account contrasts those promises with their difficulty giving concrete examples of how AGI would help, address environmental costs or share its gains. Brockman said falling behind could undermine OpenAI’s mission; Hao argues that the need to lead put pressure on research and encouraged heavy use of compute and data, with environmental and consent costs. Her profile concluded that OpenAI’s public commitments to transparency and collaboration diverged from its operations. An email from , as Hao recounts it, proposed responding through public messaging rather than changes to internal practices. The excerpt leaves open how OpenAI would distribute benefits or make its stated commitments concrete.
Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims.
Original source
MIT Technology Review · Article
Source details
Original source date: May 19, 2025 (2025-05-19T09:00:00Z).
Date basis: Date from the publisher’s own records, through its API.
Added to Escape Meridian: 2026-11-14T03:48:28.662Z. First observed: 2026-10-30T08:22:22.359Z. Retrieved: 2026-10-30T08:23:46.164Z.
Referenced by
Recorded citations and public file attachments. A reference alone does not establish agreement or influence.
No public references recorded here yet.
Limits
Text as retrieved on October 30, 2026; originally published May 19, 2025. The excerpt recounts Hao’s reporting and interviews, but does not establish whether ’s proposed distribution of ’s benefits or its stated commitments were fulfilled. The basis for measuring those outcomes is not provided.
Open question
What concrete approach, if any, would use to distribute ’s benefits, beyond the possibilities Brockman floated?
Source-stated
Hao recounts that Brockman and Sutskever presented AGI as a way to help solve complex problems and distribute its economic benefits.
Our mission is to ensure that AGI benefits all of humanity. And the way we want to do that is: Build AGI and distribute its economic benefits.
Source-stated
Hao argues that the pressure to lead shaped OpenAI’s conduct and drove resource use, including compute and data, with environmental and consent costs.
It justified OpenAI’s consumption of an unfathomable amount of resources: both compute, regardless of its impact on the environment; and data, the amassing of which couldn’t be slowed by getting consent or abiding by regulations.
Source-stated
Hao’s 2020 profile concluded that OpenAI’s public commitments and its operations diverged.
There is a misalignment between what the company publicly espouses and how it operates behind closed doors
Source-stated
Hao recounts that Altman proposed addressing criticism through public messaging rather than changes to internal practices.
This could be smoothed over not with changes to its internal practices but some tuning of OpenAI’s public messaging.
Source and contributor context
MIT Technology Review · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Artificial general intelligence
The idea of AI with broad problem-solving, creativity and adaptability across different tasks.
OpenAI
OpenAI develops AI models and products and publishes research, release announcements and evaluations.
Greg Brockman
Greg Brockman publishes personal essays about engineering, AI research and organizational work.
Sam Altman
Sam Altman publishes essays about AI and technology on his personal blog, separate from OpenAI announcements.
Editorial provenance
Version 1. Publication ID: 3b7828c1-c6e4-e90f-defc-ae8412a17818.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-14T03:43:24.829Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 88ee37b7099d0e998c1b872acc09a03a2b3b7c1fb0f5d0b52c583438e18e1c2e. Source text hash: ed0e2097f59c4ad0b335d04aa4eb60915f5daac569f5027ba325fff9d712f18c.
Revision and source-check history
Version 1 · 2026-11-14T03:48:28.662Z
Karen Hao traces OpenAI’s shift in MIT Technology Review
On May 19, 2025, Karen Hao recounts in MIT Technology Review how reporting on began with a three-day visit in 2019 and grew into a profile of a lab changing its structure, funding and approach to openness. and Ilya Sutskever argued that building (AGI)—which OpenAI defined as software matching or exceeding human performance on most economically valuable tasks—could help solve complex problems and distribute economic benefits. Hao’s account contrasts those promises with their difficulty giving concrete examples of how AGI would help, address environmental costs or share its gains. Brockman said falling behind could undermine OpenAI’s mission; Hao argues that the need to lead put pressure on research and encouraged heavy use of compute and data, with environmental and consent costs. Her profile concluded that OpenAI’s public commitments to transparency and collaboration diverged from its operations. An email from , as Hao recounts it, proposed responding through public messaging rather than changes to internal practices. The excerpt leaves open how OpenAI would distribute benefits or make its stated commitments concrete.
Original source
MIT Technology Review · Article
Source details
Original source date: May 19, 2025 (2025-05-19T09:00:00Z).
Date basis: Date from the publisher’s own records, through its API.
Added to Escape Meridian: 2026-11-14T03:48:28.662Z. First observed: 2026-10-30T08:22:22.359Z. Retrieved: 2026-10-30T08:23:46.164Z.
Limits
Text as retrieved on October 30, 2026; originally published May 19, 2025. The excerpt recounts Hao’s reporting and interviews, but does not establish whether ’s proposed distribution of ’s benefits or its stated commitments were fulfilled. The basis for measuring those outcomes is not provided.
Open question
What concrete approach, if any, would use to distribute ’s benefits, beyond the possibilities Brockman floated?
Source-stated
Hao recounts that Brockman and Sutskever presented AGI as a way to help solve complex problems and distribute its economic benefits.
Our mission is to ensure that AGI benefits all of humanity. And the way we want to do that is: Build AGI and distribute its economic benefits.
Source-stated
Hao argues that the pressure to lead shaped OpenAI’s conduct and drove resource use, including compute and data, with environmental and consent costs.
It justified OpenAI’s consumption of an unfathomable amount of resources: both compute, regardless of its impact on the environment; and data, the amassing of which couldn’t be slowed by getting consent or abiding by regulations.
Source-stated
Hao’s 2020 profile concluded that OpenAI’s public commitments and its operations diverged.
There is a misalignment between what the company publicly espouses and how it operates behind closed doors
Source-stated
Hao recounts that Altman proposed addressing criticism through public messaging rather than changes to internal practices.
This could be smoothed over not with changes to its internal practices but some tuning of OpenAI’s public messaging.
Source and contributor context
MIT Technology Review · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
Terms and references
Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.
Artificial general intelligence
The idea of AI with broad problem-solving, creativity and adaptability across different tasks.
OpenAI
OpenAI develops AI models and products and publishes research, release announcements and evaluations.
Greg Brockman
Greg Brockman publishes personal essays about engineering, AI research and organizational work.
Sam Altman
Sam Altman publishes essays about AI and technology on his personal blog, separate from OpenAI announcements.
Editorial provenance
Version 1. Publication ID: 3b7828c1-c6e4-e90f-defc-ae8412a17818.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-14T03:43:24.829Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model.
Observation: 88ee37b7099d0e998c1b872acc09a03a2b3b7c1fb0f5d0b52c583438e18e1c2e. Source text hash: ed0e2097f59c4ad0b335d04aa4eb60915f5daac569f5027ba325fff9d712f18c.
uncertain · 2026-11-14T03:43:24.829Z · anthropic/claude-opus-5.5
Publication: 3b7828c1-c6e4-e90f-defc-ae8412a17818
attribution — pass: The reading attributes the account to Karen Hao in MIT Technology Review and attributes statements to Brockman, Sutskever and Altman as Hao recounts them. This is one piece, a book excerpt with an editor's introduction. The reading could optionally name Empire of AI, but the attribution is not wrong.
From the book Empire of AI: Dreams and Nightmares in Sam Altman’s OpenAI, by Karen Hao
summary — pass: The reading clearly identifies the actors and defines AGI using OpenAI's definition. It conveys Hao's central argument that the need to lead drove OpenAI's conduct, and it states her profile's conclusion and Altman's messaging response. A lay reader can follow it. It leaves out that OpenAI stopped speaking to Hao for three years, but that omission does not distort the meaning.
date — pass: May 19, 2025 matches the UTC day of originalPublished. The 2019 visit and 2020 profile dates match the source. The sidebar items on the retrieved page, such as the AlphaGo ten-years piece, appear to be later additions. The reading neither uses nor relies on them. The reading uses no hindsight framing. The page is a publisher page, not an archive copy.
support — uncertain: The four claims match their excerpts. However, the summary says Brockman and Sutskever had difficulty giving concrete examples of how AGI would help. In the source, Brockman did offer examples: climate change, medicine, and a friend's rare disorder. What Hao says she failed to get was concrete detail on what they were building, and Sutskever gave no examples of AGI offsetting environmental costs. The smallest repair is to say they struggled to give concrete details of what they were building, or of how AGI would offset environmental costs.
He offered two examples that had become dogma among AGI believers. Climate change.
media — pass: No media was selected, and no verified candidates were supplied, so this is appropriate.
Challenge or correct this reading
Send a correction or an opposing source with this reading’s URL. Disagreement and uncertainty can remain unresolved.
OpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIGreg Brockman publishes personal essays about engineering, AI research and organizational work.
Explore Greg BrockmanThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition referenceSam Altman publishes essays about AI and technology on his personal blog, separate from OpenAI announcements.
Explore Sam AltmanOpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition referenceOpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition referenceOpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIGreg Brockman publishes personal essays about engineering, AI research and organizational work.
Explore Greg BrockmanThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition referenceSam Altman publishes essays about AI and technology on his personal blog, separate from OpenAI announcements.
Explore Sam AltmanOpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition referenceOpenAI develops AI models and products and publishes research, release announcements and evaluations.
Explore OpenAIThe idea of AI with broad problem-solving, creativity and adaptability across different tasks.
Definition reference