Insights: local llm

Qwen3-Coder-Next: The Complete 2026 Guide to Running Powerful AI Coding Agents Locally

Revolutionary AI coding model with 3B activated parameters (80B total MoE architecture) achieving Sonnet 4.5-level performance. Runs locally on consumer hardware (64GB Mac, RTX 5090) with 256K context, open weights, eliminating API costs while maintaining competitive coding capabilities. Scores 44.3% on SWE-Bench Pro.