You pull a 9B coding model in Ollama, ask it to write a simple function, and your laptop sounds like it’s trying to take flight. Three minutes pass. The fan doesn’t slow down. The output finally arrives — at roughly the pace of someone typing with one finger. You check nvidia-smi. The …