https://www.youtube.com/watch?v=fsLh-NYhOoU&t=3238s

https://youtu.be/OOW-oSruO80?t=4072

Luke's key point lands at about 1:08:27–1:08:33, where he says that instead of selling treasuries outright (which would draw attention from the American embassy), China can use them as collateral — and the American banks are happy to take it. He then lists what China gets in return: "I'll take Pereus. I'll take that oil field. I'll take that copper mine. I'll take all that gold." He then adds that this works because the incentives align on both sides — the Chinese want to understate their strength, the Americans want to overstate theirs, and the American banks are happy to accept dollar collateral without asking too many questions.

This could be useful.

https://huggingface.co/docs/smolagents/en/examples/rag

Agentic RAG: A More Powerful Approach We can overcome these limitations by implementing an Agentic RAG system - essentially an agent equipped with retrieval capabilities. This approach transforms RAG from a rigid pipeline into an interactive, reasoning-driven process.

The innovation of the blogpost is in the retrieval step.

Paul Dirac (1902–1984) was a British theoretical physicist and mathematician whose work on the Dirac equation (1928), which merged quantum mechanics with special relativity, predicted the existence of antimatter, specifically the positron. His approach to this discovery was deeply rooted in a mathematical philosophy that valued elegance, consistency, and a belief that nature is fundamentally mathematical, often placing him ahead of experimental validation.

Radical conservatism in physics, often associated with John Archibald Wheeler, is a philosophical approach that adheres strictly to established, successful principles—like quantum mechanics or general relativity—while pushing them to extreme, unexpected logical conclusions. It involves modifying as few laws as possible (conservative) while daringly following the math to radical insights.

https://www.youtube.com/watch?v=PpSxqde0af4

This is another good exposition.

Contact details: [any mailbox] [at] [the domain name of this web site]. Please don’t ask me to give interviews, sign books, appear on podcasts, attend conferences or conventions, or provide feedback or endorsements for works of fiction, scientific theories, or slabs of text disgorged by chatbots.

I have no idea how to decipher this obfuscation.