This is why rollbacks become important.
Because Agent is no longer generated at once.
It looks more and more like: searching through many possible paths.
It's a bit like when people write code: change a version → run it → crash → roll back → change the idea again.
Many "seemingly smart" behaviors are actually tried out slowly.