A specialist that lives and breathes code — Qwen3 Coder 480B brings a massive parameter count with sparse MoE activation, meaning it draws on deep capacity while keeping compute focused. It handles complex multi-file reasoning, tool use, and agentic coding workflows with notable coherence across long contexts. The trade-off is raw size: running it locally demands serious infrastructure.