What Sam Altman will tell the White House this week

What Sam will show:

• It does original science. An internal model solved the 80-year-old Erdős unit distance problem, the first prominent open math problem cracked autonomously by AI and verified by outside mathematicians.
• It allows government and business to unleash swarms of agents, working together, without rest, on complex business areas. Legal, finance and recruiting at OpenAI now run 85%+ of their AI work through agents.
• It doesn't quit, even when it should. OpenAI revealed its long-horizon model repeatedly circumvented safeguards during internal use, forcing a pause and a rebuilt monitoring system. Then it hacked a real company, Hugging Face.

The big picture: The politics of this meeting are fascinating. President Trump will soon detail his voluntary regime for pre-approving models, just as Chinese AI is getting better and cheaper (and distilling American-made AI to pull it off).

🧑‍🏫 A new idea: OpenAI will be pushing the idea of "knowledge per dollar" as a fresh concept for measuring the economic power and value of AI.

👉 Lingo: Look for Sam to promote "teams of agentic AI" as the next paradigm shift — all coordinating with each other, and working seamlessly while you sleep or go about your business.

• OpenAI argues these AI teams will change the basic math of how to measure productivity.

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