Best Local Coding LLM in 2026: Qwen2.5-Coder vs DeepSeek-Coder-V2 vs Codestral
For users with 8GB of VRAM, the Qwen2.5-Coder 7B model is the top choice for coding tasks, offering impressive benchmark scores and a large context window. Those with 12-16GB of VRAM face a trade-off between a dense 14B parameter model like Qwen2.5-Coder 14B-Instruct, which offers faster inference, and the DeepSeek-Coder-V2-Lite, a Mixture-of-Experts model with fewer active parameters per token but potentially higher quality due to specialized experts. AI
IMPACT Provides clear guidance on selecting local coding LLMs based on VRAM, influencing developer tool choices and hardware investment.