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Since I published my Ultimate Guide to Ollama Models last week, my inbox has become a graveyard of the same question: "Cool list. But what machine do I actually buy?" Fair. Picking the model is the easy part — the Ollama library is free. The hardware is where real money gets spent, and it's where most people get it catastrophically wrong. I've watched friends drop $4,000 on an RTX 5090 build and get 3 tokens per second on a 70B model. I've seen another guy buy a $3,500 MacBook Pro and outperform a three-GPU rig because he understood the one thing nobody talks about: memory bandwidth, not compute, is everything. Here's my honest hardware guide for every budget — $800, $2,500, $5,000, and beyond — with specific machines I'd actually buy in April 2026, the five mistakes I keep watching people make, and why the Mac vs PC war isn't the religious question the internet pretends it is.
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