Not graph memory. Budgets like MAX_ATTEMPTS live here — they become consts.py. Nodes can use them: on budget spent?, compare attempts against the constant.

I/O contracts (Pydantic). What each LLM node returns.

What the graph returns (fields of the last structured reply).