Photo credit AI feels magical right now, and it is moving fast with new frameworks every week, new patterns every month. And there is a lot of noise about agents specifically, including some mixed signals. From "agents are just LLM wrappers", to "agents are fully autonomous," and "agents will replace everything", none of it is particularly useful when you are trying to build something real. The magic looks good on paper until it meets real systems.