Local LLM for Code Generation: The 3 Tasks Where DeepSeek V3 Beat Qwen3-Coder
Can local LLMs actually write and debug production code? We tested Qwen3-Coder, Gemma 4, and DeepSeek V3 on real codebases. Results, limitations, and when to go local vs cloud for software development.