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Run Qwen3-Next-80B on 8GB GPU at 1tok/2s throughput

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  1. Run a 105 GB AI model on a Mac that can't hold it. Qwen3.8-Flash-Next 4-bit, streamed from SSD on 16–64 GB Apple Silicon Macs. Fully native Swift, MLX and Metal. Offline, no Python. CLI, Swift library, and Ollama/OpenAI/Anthropic APIs. Works with Claude Code and Codex.

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  2. Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

    Hacker News139점

  3. Calculate token/s & GPU memory requirement for any LLM. Supports llama.cpp/ggml/bnb/QLoRA quantization

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  4. wc-GPU

    github.com

    The Unix util `wc` running on a GPU

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  5. GPU mem/latency optimization

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