Photo credit Everyone is talking about how magical AI is right now, but if you have spent any time experimenting with it recently, you have probably realized how difficult it is to get the results you want. None of the hype is particularly useful when you are trying to build something real. The magic looks good on paper until it meets real systems. I recently put together a talk called "Agents, Tools, and MCP, oh my!