Earlier quoted context omitted.
LLM models are a distribution. Unlike a python script or turning machine, a LLM model is capable of generating any series of tokens. Developers need stop reasoning about LLM agents as deterministic and to start to think about agents in terms of Monte Carlo and Las Vegas algorithms. It isn't enough to have an agents, it also requires a cheap verifier. If I was a Ph.D. student today, I'd probably do a thesis on cheap v…
If you told a programmer 30 years ago that someday we'd switch from a deterministic to nondeterministic paradigm for programming computers, they'd ask if we'd put lead back in the drinking water.
With Lee Zeldin heading the EPA is anyone sure we won't?