My AI Agent Worked for Hours. Then I Looked Closer.

Why watch

Matt Maher investigates an AI agent that produced seemingly working code for his Director Pattern system—a framework for coordinating multiple AI agents—but discovered critical functionality was missing. Using a meeting notes-to-product document example, he demonstrates how easy it is to trust polished AI outputs without verifying they carried forward important details. This explainer serves developers working with AI agents who need to implement proper verification workflows and evaluation criteria before accepting AI-generated changes.