"What is the best local LLM for my laptop?" Right question. Useless without the follow-up: which laptop? - For most laptops the 7B class is the sweet spot. Small enough to fit once quantized, capable enough for everyday work. Offline. - Quantization is the trick: fewer bits, less memory, modest quality cost. You will not feel it on most tasks. - Check in this order: VRAM or unified memory first, then context window for your use case, then the license if you might ship commercially. - Do not drown in "best 7B" opinion threads. Check what fits first, then pick. Want it running without the setup? PrivateLLM deploy puts a private LLM on your AWS for $50 plus usage.