After a checkpointer is passed in, LangGraph's compile method produces a compiled artifact that automatically persists state on every execution; if none is passed, only a one-off run graph is obtained; the compilation stage also performs static validation (entry point, conditional edge target nodes, state schema, etc.), and the compiled artifact follows LangChain's Runnable specification, supporting methods such as invoke, stream, astream_events and batch.