June 10, 2026
The Approval Queue Pattern: Human-in-the-Loop for AI Agents
Why fully autonomous AI agents fail in enterprise settings, and how the approval queue pattern — AI proposes, human decides — makes AI adoption possible. Design guide with risk tiers and UI requirements.