How to Run a Local LLM for Coding on a 16GB Laptop

A wave of compact, open-weight models just made on-device coding realistic on an ordinary laptop. Here's how to check your hardware, pick a model, and get a local coding LLM running — no GPU rig required.

06/05/2026 · AI Tutorials · 8 min read