




CREATIVE TAKES 🚀🌕
181 posts

@creativetakes
Creative moonshots, Web3 culture & money-minded takes. RAD ideas only. 🚀🌕 Not financial advice — just signals from orbit.






Sweet Land - an ode to America's 250th year. 🇺🇸


Sweet Land - an ode to America's 250th year. 🇺🇸

interesting position paper throwing cold water on autoresearch/ai scientist: LLMs can't jump. The thought experiment is this: Take an LLM with a 1905 knowledge cutoff. Feed it every paper, every dataset, every equation of that era. Could it invent general relativity? No. Discovery isn't one thing. It's three. You can induce — generalize from data, which lands you at Newton plus some epicycles to explain Mercury's weird orbit. You can deduce — derive rigorously from axioms you already have, which never gives you new axioms. Or you can jump — invent the frame itself, decide that spacetime curves. That third move is the one that matters, and it's exactly the one induction and deduction can't reach. Penrose put it as three worlds: Physical, Mental, Platonic. Data flows from the world into a mind fine. But the new law has to be discovered into the Platonic world first — and that step is the jump. LLMs are induction machines running over what already exists. Structurally, they don't take it. I think it’s a warning to AI scientists/autoresearch against collapsing two very different things into one word. Hill-climbing: LLMs are already superhuman here, and autoresearch in this sense is real and moving fast. Abduction/leap/jump: a new frame that reorganizes the field, that is a different act entirely, and nothing about scaling induction suggests you get there. Most of what Autoresearch ships today will be spectacular hill-climbing. The jump is still ours for now.


Some new model release and my eval scores: gpt-5.6-sol is a small improvement on browser tasks, but seems to consume many more tokens Muse spark 1.1 outperforms gemini 3.5 flash at a cheaper price, but is not overall very good Claude sonnet 5 is 5th best performance at higher cost than opus. I am not very impressed with new models browser-use abilities. Maybe I will train my own instead







Si A, la richesse suit l'énergie captée, et si B, SpaceX ouvre seule un réservoir un milliard de fois supérieur, alors la conclusion tombe d'elle-même : comparer SpaceX à la richesse terrestre est une erreur de catégorie. La Terre cesse d'être le dénominateur. « Plus que le reste de la Terre » n'est pas une hyperbole. C'est un arrondi à l'inférieur.