AI agents are easy to demonstrate and yet surprisingly difficult to productionize for consistent value.

A basic AI agent can receive a prompt, call an LLM, use a tool, and return a response. That is enough for a prototype.

Production systems are different.

A production AI agent needs to:

Manage state