Ayì's Paraphrase of the Altman Interview: Tens of Millions of Dollars in Compute to Crack Math Problems and the Agent Team Security View

Stripe founder John Collison's just-finished 52-minute interview with OpenAI CEO Sam Altman—holy crap, after watching it the aftereffects are huge, the information density is way too high, it's absolutely explosive, meow meow meow,

Compared to those previous PR interviews full of platitudes, it feels like this is the first time Altman has completely torn off his guard and laid it all out without reservation: OpenAI's most terrifying internal technological progress, the most real mathematical battle results, and his immense melancholy over the end of the old world.

The most explosive part of the whole session's information density was that math-crunching weekend known as "Hold My Beer."

Altman admitted that when the internal team took the new model to gnaw hard on all humanity's toughest frontier scientific problems, the model conquered them one after another,

For a single proof related to the Millennium Prize Problem, the Navier-Stokes equations, they poured in $10 million-level compute—equivalent to instantly running through hundreds of millions of dollars' worth of humanity's scientific research.

But his reaction right after wasn't revelry; instead, after two consecutive nights so excited he couldn't sleep, what surged up in his heart was a huge sorrow: He watched with his own eyes as the temple of humanity's pure intellectual labor was being permanently sealed away by compute in an irreversible way.

Just like back then on Irish soil seeing the last batch of farmers plowing with horses, an old chapter of carbon-based brains taking on truth single-handedly has completely ended.

Many people are still treating Agents as a few chat bots tossing messages at each other, but Altman is redefining the bottom line of organization and safety: He even dislikes the term "Agent Swarms" and insists on calling them "Agent Teams."

Because frontier users can already conduct "ten thousand parallel assaults" through chains of thought, Facing this kind of capability expanding at the speed of light, he admitted that inside OpenAI there is widespread extreme pessimism about whether "sandboxes can contain superintelligence," and the only thing they can rely on is internal monitoring and alignment.

He even uttered an extremely cold safety prophecy: "I would rather have a trillion AIs of slightly superhuman intelligence checking and balancing each other as they enter society than ever have one ultimate behemoth with an IQ of a trillion ruling as dictator."

What stings all entrepreneurs and ordinary workers even more is his public slap in the face to the whole industry's narrative: Altman said bluntly that the AI blueprint Silicon Valley paints for the public today is a "terrible sales pitch"— The giants boast on one hand about curing cancer and making prices cheaper, while on the other hand depicting a utopia where ordinary people lose their jobs, hand over control, and have to scrape by on welfare and a surveillance society.

His core reason for insisting on iterative deployment is that a tiny handful of elites within a few square miles of San Francisco must never decide the future on behalf of billions of people worldwide.

From smashing a low-level PHP vulnerability that forced a full-stack rebuild, to $10 million in compute overturning frontier mathematics; From cloud memory's ruthless mockery of local compute, to Agents completely erasing fake work like web forms.

Listening to the whole conversation, there's no arrogant preaching, only an extremely real sense of weightlessness: The door has already been thrown open with a bang, and reality's physical and logical laws are being rewritten line by line of code, Those human experiences and self-esteem we once thought indestructible are, before this era's most violent compute frenzy, as fragile as a fleeting sliver of sunset on the horizon.