The most common complaint I hear from founders who've set up AI agents: "It keeps asking me what to do." Every five minutes. A clarifying question. A confirmation request. A "just checking" message before it takes action. That's not an AI agent. That's a very expensive assistant with anxiety. The problem isn't the model. It's that you haven't given your agent a decision-making framework. And without one, it defaults to the safest behavior: asking you. Here's how to fix it. Why Do Agents Get Stuck in Confirmation Loops? Agents without a decision framework hit uncertainty and escalate it to you. They have instructions but not priorities, risk thresholds, or defaults. The fix isn't better instructions. It's a framework that answers "what do I do when I'm not sure?" before the agent ever needs to ask. When you talk to an agent without a clear framework, it's operating blind. It has your instructions, sure. But instructions don't cover edge cases. They don't cover priority conflicts.…