The Hidden Architecture of Agentic AI: Why Most “Autonomous” Systems Break When Real Work Begins

Agentic AI rarely breaks because the model is wrong. It breaks because the workflow lies about how the real world behaves. Fixing autonomy is not about smarter reasoning. It is about guardrails, timing, memory limits, and designing systems that force agents to hesitate when humans naturally would.