Qwen 3.6 27B is a dense local model recommended for its powerful performance in general intelligence tasks. It is slower than the mixture-of-experts variant Qwen 3.6 35B A3B but is considered more effective for local development.

Local AI models have significantly improved in performance and usability. Various models such as Mistral 7B, Gemma 3, OpenAI OSS-20B, and Qwen 3 MOE have been successfully run on a 2022 M2 Mac with 64 GB RAM and 1TB storage using different setups including llama.cpp, llama-cpp-python, and LM Studio.

Local models can be run on an M4 with 24GB of memory, allowing for basic tasks such as research and planning without an internet connection. This setup reduces dependence on major tech companies while providing a functional alternative to state-of-the-art models.