> There is no need for determinism to guarantee the job will be done identically every time if we only plan to do it once.

So can't you just save the conversation transcript and replay it with the tools? Seems a lot more efficient that regenerating the whole thing. And, also, no risk of branching when a tool reply is slightly different. (Of course, errors can occur on subsequent runs.)