The Calculus of Self-Correction: Why Agentic Loops are Dynamical Systems

In the research landscape of 2026, we’ve moved past the novelty of “Chain of Thought.” We are now in the era of Agentic Loops—systems that don’t just output a string of text, but iterate through a cycle of planning, acting, and reflecting.