# The Three-Layer Problem: Why AI Agents Learn Differently Than Models - slug: the-three-layer-problem-why-ai-agents-learn-differently-than-models - date: 2026-04-05 - category: Agentics Harrison Chase just redrew the map of AI agent development. The model layer gets all the press, but the real action is in the harness and context layers — and a new paper from Stanford and Google puts hard numbers behind why. ---