this post was submitted on 21 Jul 2026
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You need 128GB of VRAM for aggressive quantization of DeepSeek Flash. 16GB might be enough for aggressive quantization of smaller models. In theory you can run Qwen3.6 27B in 2-bit quantization (or something like https://huggingface.co/prism-ml/Ternary-Bonsai-27B-gguf ) and have some space for context but it's a toy. You need at least 24GB of VRAM to use reasonable quant of Qwen3.6 27B (or 32GB of shared VRAM to handle Qwen3.6 35BA3B which is faster but takes more VRAM than 27B) in actual tasks.
I've had great luck running qwen2.5-coder:7b on my work laptop. It's great for a wide range of dev and operational tasks with opencode.