Qwen3-Coder-Next 80B MoE

Qwen3-Coder-Next is a mixture-of-experts model with 80B total parameters built specifically for advanced software engineering tasks. Like all MoE models, only a subset of parameters activate per token — making it faster than a dense 80B model while retaining depth for complex tasks.

Where standard coding models excel at function-level generation, Qwen3-Coder-Next is designed for codebase-level understanding: navigating large repositories, understanding architectural patterns, planning multi-file refactors, and reasoning about system design.

This is the right model for developers working on large, complex codebases — enterprise software, monorepos, mature products — where understanding the full context matters as much as writing correct code. On a 48GB Mac, it runs at Q4/Q5 and is still impressively capable.