"""AsyncFlow implementation for parallel article processing.""" from pocketflow import AsyncFlow, Node from nodes import LoadArticles, ParallelSummarizer class NoOp(Node): """Node that does nothing, used to properly end the flow.""" pass def create_flow(): """Create and connect nodes into a flow.""" # Create nodes loader = LoadArticles() summarizer = ParallelSummarizer() end = NoOp() # Connect nodes loader - "process" >> summarizer summarizer - "default" >> end # Properly end the flow # Create flow starting with loader flow = AsyncFlow(start=loader) return flow