Why We Treat the LLM as an Untrusted Planner: Building AI Agents That Ask Before They Act

There's a big difference between an AI that tells you what to do and an AI that actually does it. If a chatbot gives you the wrong answer, you might lose a few minutes correcting it. But what happens