Mixture-of-Experts (MoE), Explained: Why “Active Parameters” Decide What Runs on Your Machine (opens in new tab)

How does a 671B model run on a desktop while a 70B dense model chokes? The answer is Mixture-of-Experts — and the one number that actually predicts speed and memory. A plain-English guide with real benchmarks and the papers behind it.