Chengwu Tech Stack

Aug 15, 2026 · Artificial Intelligence

Why AI Agents Fail in Enterprises: The Case for Organizational Context Engineering

This article explains why AI agents that excel in personal projects falter in enterprise environments, arguing that the gap stems not from model limitations but from fragmented organizational knowledge, and proposes a five-layer context engineering framework to make companies AI-readable through versioned context packages, permission controls, and evidence-driven feedback loops.