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Qwen 3 Coder Next has 80 billion parameters but only uses 3 billion at a time. So you get massive model power with tiny model speed.

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qwen3-coder-next:q4_K_M what are specific hardware minumum needed For the qwen3-coder-next model with q4_K_M configuration, the minimum hardware requirements can vary based on the specific use case and workload. However, as a general guideline: - **CPU**: A multi-core processor is recommended to handle the computational demands of large language models. An Intel Core i7 or AMD Ryzen 7 CPU would be suitable. - **GPU**: For efficient processing of the model, a GPU with significant memory (e.g., NVIDIA GeForce RTX 3060 or higher) and CUDA support is necessary. The GPU should have at least 8GB of GDDR6 or higher memory. - **RAM**: At least 16GB of RAM is recommended to ensure smooth operation. More RAM can be beneficial for handling larger datasets or running multiple applications simultaneously. - **Storage**: A solid-state drive (SSD) with at least 256GB is recommended for fast read/write speeds, though more space may be needed depending on the size of your projects and datasets. These specifications provide a balance between performance and cost, allowing for efficient model training and inference. If you're working with very large models or high-performance requirements, you might need to consider more powerful hardware.

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