VRAM vs System RAM: What Actually Limits Running LLMs Locally?

If you’ve spent any time experimenting with running large language models locally, you’ve probably seen guidance like “you need 30GB of RAM” to get a model working. That exact phrasing showed up recently on a Reddit thread about running Qwen3-Next locally, and it sparked a familiar kind of confusion: are we talking about GPU memory or system memory?