How I added human-in-the-loop approval to my AI agent in 5 minutes

I kept running into the same problem building AI agents: they'd take real-world actions: sending emails, creating tickets, deploying code, without asking first. The agent doesn't know the difference between a test environment and production. It doesn't know that "send follow-up email to all leads"...