Two years ago a lot of people thought GPT-4o was usable for software development. I didn’t really find that to be the case in general but certainly it could do a lot of useful things. And now Qwen3.5-8B is just as capable and runs fine on an M2 MacBook Air.

QWEN3.5 coder next runs to ~84k context before it poops out on AMD395+ w/128GB. Most of what it's good at is boilerplate find/replace/copy/paste; but being able to scaffold things out and touch up 20-30% of the code is pretty sweet.