Compared with free-form Agent loops, the advantage of graph-structured orchestration is that state is explicit and serializable, supporting production-grade requirements such as human review, resumption from checkpoints and branch rollback, at the cost of reduced flexibility, making it hard to handle fully open-ended exploration tasks.