AI Research, Cloud & Policy
OpenAI Doubles Pro Limits and Defends Math Push as AWS Bets $220B
Wikimedia Foundation files a fair-use amicus brief in the New York Times lawsuit, while Maine’s Senate race battles over AI data centers and a University of Kentucky Humanist secures a workplace AI exemption.

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OpenAI CEO Sam Altman said on Thursday's episode of the Cheeky Pint podcast that the company has spent hundreds of millions of dollars on mathematical discovery — including roughly $10 million on its Navier-Stokes Millennium Prize problem solution — and holds additional unreleased proofs beyond the hundreds released this month (The Verge), even as OpenAI reversed a planned 50% usage cut and doubled usage allowances across its $100, $200, and $500 ChatGPT Pro tiers and Business Premium (BleepingComputer). Across the AI ecosystem on Friday, the Wikimedia Foundation filed an amicus brief in the copyright lawsuits involving The New York Times, OpenAI, and Microsoft (The Verge), Runware outlined plans to manufacture 30 megawatts per day of modular AI data center pods by 2028 (TechCrunch), and AWS CEO Andy Jassy reaffirmed $220 billion in 2026 cash capital expenditures toward a $1 trillion revenue target (TechCrunch).
OpenAI Defends Mathematical Releases and Doubles ChatGPT Pro Usage Limits
Speaking on the Cheeky Pint podcast, Sam Altman acknowledged that OpenAI's rapid release of hundreds of mathematical results — tested internally in a Slack channel called "Model Name-Hold My Beer" — disrupted academic workflows, but argued that humanity's right to fundamental scientific knowledge outweighs the disruption (The Verge). At the same time, researchers criticized OpenAI for insufficient verification and for withholding technical details of 1 of 3 recently announced breakthroughs in mathematics, physics, and computer science involving Yang-Mills theory.
Separately on X, ChatGPT and Codex lead Tibo announced that OpenAI has canceled a planned post-Oct. 29 usage reduction for $200-per-month Pro 200 subscribers and immediately doubled usage limits across all Pro 100, 200, and 500 tiers and Business Premium for ChatGPT Work and Codex, while keeping extended usage limits for its always-on Dots assistants separate from default allowances (BleepingComputer).
Wikimedia Foundation Files Amicus Brief as Runware and AWS Scale AI Infrastructure
In an amicus brief filed Friday in the copyright litigation pitting publishers including The New York Times against OpenAI and Microsoft, Wikimedia Foundation CEO Bernadette Meehan and General Counsel Stephen LaPorte urged courts to adopt a balanced fair-use standard (The Verge). Wikimedia argued that scraping websites and pre-training large language models on copyrighted works without a license should qualify as fair use when the resulting system is transformative, but chatbots that reproduce content to users in ways that substitute for original works or omit Creative Commons attribution should require a license.
On the hardware and cloud front, Runware co-founder and CEO Flaviu Radulescu told TechCrunch that the startup — which has raised more than $60 million including a $50 million Series A last December — is finishing its 2nd factory in Romania to mass-produce closed-loop liquid-cooled Sonic Inference Pods on an automotive-style assembly line (TechCrunch). Runware aims to cut pod build times from 3 weeks to 1 day, bring delivered pods online within 48 hours (operating silently up to 86 degrees Fahrenheit without water connections), scale output to 30 megawatts per day (1 gigawatt per month, or 10 gigawatts per year) by 2028, and deliver on $1 billion in committed customer interest (20+ megawatts) across a 397-megawatt site pipeline expandable to 1.2 gigawatts. Meanwhile, Amazon CEO Andy Jassy told analysts on Thursday's earnings call that AWS has reached a $184 billion annualized revenue run rate after growing 39% year-over-year for its 6th consecutive quarter of steady expansion; despite shares dipping 6% after hours over 2026 cash capex of approximately $220 billion, Jassy forecast AWS will grow north of 40% in both 2027 and 2028 to reach $1 trillion in annual revenue within 5 to 10 years (TechCrunch).
Maine's Data Center Senate Debate, Workplace AI Exemptions, and Tech Media
The rapid buildout of AI data centers has also become a central issue in Maine's U.S. Senate race between 73-year-old Republican Sen. Susan Collins and Democrat Troy Jackson, where a September UMass Lowell and YouGov poll found 76% of residents oppose building a data center in their community (58% strongly opposed) after Gov. Janet Mills vetoed a statewide moratorium bill 10 days after its April passage (The Verge). With Democrats projected to spend $81 million and Republicans $114 million (including $54 million in attack ads, nearly $42 million from the Republican Senate Leadership Fund backed by $158 million from Elon Musk out of $450 million nationally, $2.1 million from America PAC, and $29.1 million from Pine Tree Results PAC chaired by Scott Reed with $2 million from Stephen Schwarzman and $50,000 plus $55,000 from SpaceX PAC), Tech Influence Watch founder Molly White tracked $325,644 in AI and crypto donations to Collins (who secured $6.2 million for a central Maine computing hub and whose husband Thomas Daffron holds $300,000 to $800,000 in AI- and data-center-linked investments, ranking 5th in the Senate inside a $4 million to $10 million household portfolio, compared with Jackson's $147,000 to $430,000), while University of Maine professor Mark Brewer (citing Maine's $8.3 billion 2024 timber industry and 3 shifts of 1,000 paper-mill workers) and Colby College's Nicholas Jacobs analyzed rural voter skepticism (The Verge).
In workplace and media developments, University of Kentucky administrator David Durman — supported by American Humanist Association Staff Attorney Alexandria Huiskens and inspired by Unitarian Universalist software engineer Erin Maus — became the 1st nontheistic Humanist to receive an individual workplace religious accommodation abstaining from AI tools, as confirmed by university spokesperson Jay Blanton (TechCrunch). And in Silicon Valley media, The San Francisco Standard examined Colossus, the $299-per-year ($74.75 per issue, $50 back issues) print quarterly launched in 2024 by Positive Sum founder Patrick O'Shaughnessy (whose 2016 podcast Invest Like the Best draws over 100,000 downloads per episode after he led O'Shaughnessy Asset Management from 2007 and 2018 until its 2022 sale to Franklin Templeton) and editor-in-chief Jeremy Stern — contrasting praise from Alexis Ohanian, Bill Ackman, and Reid Hoffman for its 15,000-word September cover profile of Mark Zuckerberg and profiles of Joshua Kushner, Neil Mehta, Sarah Guo (37), Jeff Yan, and Joe Liemandt with critiques from journalists Kara Swisher, Nilay Patel, Casey Newton, Hiten Samtani, and publicist Brooke Hammerling alongside earlier VC media ventures like Andreessen Horowitz's 2021 Future.com and Stripe's 19-issue Increment (2017) (The San Francisco Standard).
Sources
- Sam Altman sympathizes with mathematicians, but says OpenAI’s math onslaught won’t stop
- OpenAI doubles ChatGPT Pro usage limits after backlash over planned 50% cut
- Wikipedia’s operator says a bad AI copyright ruling could threaten the open web
- Can AI data centers be mass-produced like cars? This startup aims to find out
- AWS will be a $1T business, Jassy says. But first, it will spend big.
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