Stop Downloading the Biggest Local LLM. You’re Wasting Your Machine.
A developer heading off-grid with a 96GB M2 Max MacBook Pro asked the internet for local LLM recommendations. Everyone said go big. They’re all wrong. The real winning play for offline productivity isn’t the largest model you can load β it’s the smallest one that does the job precisely. Here’s why a 7B quantized model beats a 13B generalist for Shopify automation, code generation, and structured data work.