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7 changes: 7 additions & 0 deletions docs/graph/beta/index.md
Original file line number Diff line number Diff line change
Expand Up @@ -320,3 +320,10 @@ The original graph API (documented in the [main graph page](../../graph.md)) use
- Less object-oriented, more functional style

Both APIs are fully supported and can even be integrated together when needed.

## Persistence and Resumability

!!! info "No Native Persistence"
Unlike the [original Graph API](../../graph.md#state-persistence), the beta graph API does not include built-in state persistence. This is due to the [complexity of achieving consistent snapshotting with parallel execution](https://github.com/pydantic/pydantic-ai/issues/530#issuecomment-3504609992).

For workflows that need to preserve progress across failures, restarts, or long-running operations, use one of the supported [durable execution](../../durable_execution/overview.md) solutions.