From Custom Orchestration to LangGraph: Why the Framework Didn't Change My Architecture

I built the same AI verification cascade two ways — 1,497 lines of hand-rolled async Python and a 9-node LangGraph StateGraph. You can toggle between them with an environment variable. The outputs are identical. Here's what that tells you about frameworks vs. architecture.