People always ask me what it's like working with @tobi.
Here's @sama's answer: he writes the software himself, he sends OpenAI more detailed product feedback than anyone else on earth, and he stays six to eight months ahead of every other CEO.
Nothing in this clip surprised me.
@sama — I’ve been testing a thesis that agent systems overuse inference.
Instead of asking a model to reconsider every familiar state, Heurcules lets simple heuristics @ earn narrowly bounded authority through frozen trials, then fall back to inference outside their validated