I set up a local AI model on my laptop's integrated graphics and gave it the basics a cloud model has: today's date, web search, a view of the computer it runs on, and a memory. It works and nothing leaves the machine unless it searches, but a web question takes two minutes. Here's the setup, what slowed it down, and where I'd use it.