Qwen 3.5-9B is actually quite a good alternative to cloud models. It strikes the right balance between being a general-purpose LLM and handling agentic coding. My hardware is an M5 MacBook Air with 16 GB of RAM, so it’s quite limited. I’ve been model-hopping to see what works best for me. Originally, I used a customized Qwen 2.5 Coder for tool calls. It was relatively fast, but it would often fail at calling tools correctly.