AI agents are generating massive hype, but few explain why, without strict guardrails, they can burn through an entire budget overnight. We dive into agent architecture, the MCP standard, and the state-of-the-art frameworks of 2026. Get hands-on with production-ready code and a candid look at the hidden costs and risks that marketing presentations tend to overlook.