Category: Benchmarks & Testing

Six months ago, running a 70-billion-parameter language model at home meant either spending five figures on a multi-GPU workstation or accepting painfully slow token generation from a cloud API that charged you by the word. Today, I’m writing this article with a box the size of a sandwich running Llama 3.3 70B at 12 tokens …

The Local AI Hardware Dilemma: NPU or GPU? I’ve spent the last six months building and testing local AI rigs everything from budget-friendly mini PCs to multi-GPU monsters and if there’s one question I get asked more than any other, it’s this: “Should I buy an NPU or a GPU for running AI locally?” It’s …