IMO just a rolling message history works for only the simplest of AI tools. Useful agents will tend towards much more complex state that extends into specific verticals/domains.

is that because of more deterministic AI flows like llm-as-judge, rag reranker, post-eval, etc?

do you think something like langgraph state is sufficient?