And models like Qwen3 really don’t match the quality of Opus 4 and Gemini-Pro 2.5. And even if you manage to get your hands on 512GB of GPU RAM, it will be slow.

There’s simply so much going on under the hood at these LLM providers that are very hard to replicate locally.