Implementing Policy Enforcement in LangGraph Agents to Prevent Missteps

If you've built anything with LangGraph past the demo stage, you've probably had the same uneasy moment I did. The agent works, it's calling tools, it's doing real things, and then you realize the only thing stopping it from doing the wrong real thing is a line in the prompt that says "please don't.