LangGraph makes agent workflows easier to reason about.

You can see the nodes.
You can see the edges.
You can see where state is read, updated, and passed forward.

That is a big improvement over a black-box agent loop.

But it also exposes the question most agent pipelines eventually have to answer:

Which parts of this graph are allowed to...