AI Engineer Programming

Jul 28, 2026 · Artificial Intelligence

Control State vs Data State in AI Agents: From Turing Machines to LangGraph

This article explains the distinction between control state and data state in AI agent frameworks, tracing the concept from Turing machines through operating systems, databases, and compilers, and shows how LangGraph separates these states via a three‑layer architecture, code examples, and design guidelines.