What an AI Server Really Looks Like When You Open the Lid

There’s a lot of noise right now about AI using “too much memory.” Prices are up. Supplies are tight. Everyone says demand is exploding. You’ve probably read that already.

But most of what’s written skips the most important part: what an AI computer physically looks like, and why it needs so much memory in the first place. Not in abstract charts or market forecasts, but in terms you can picture. Once you understand what one AI system actually consumes, the rest of the story stops sounding dramatic and starts sounding inevitable.

I ended up explaining this recently in a place that has nothing to do with data centers. I was at my kid’s school for a “parent day,” standing in a classroom, and a few students started asking about AI. Not chatbot questions. Real questions. What does the computer look like? Where does the data go? Why does everyone keep saying “memory” like it’s the whole game?