It's interesting, I talk to a lot of vendors and suddenly I'm noticing a still small but growing reticence to share too many details about features unless there

It's interesting, I talk to a lot of vendors and suddenly I'm noticing a still small but growing reticence to share too many details about features unless there is an NDA in place. Things previously that vendors would gladly share in order to drive interest. Ideas themselves are a very real currency when implementation becomes increasingly trivial. I believe there is a growing awareness that moats are shrinking. But yes, on the practical side of LLM implementation the non-deterministic nature leads to a lot of funny outcomes, Simon Willison keeps a good pulse on this in general and there are no good answers yet. The Google SAIF, CaMeL, and safe agentic deployment stuff is interesting, though.