I Tested the New Qwen3-Coder-Next Locally—Here's Why 3B Active Params Changes Everything

An 80B MoE model that activates only 3B params per token just scored 70.6% on SWE-Bench. Runs on a Mac Mini. Works with Claude Code + Ollama out of the box.