Architecture

Custom quantization (GGUF). Kernels: CPU AVX2/AVX512, CUDA, Metal, Vulkan, ROCm. All backends supported.

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Speed

Apple M-series: Metal backend, competitive with CUDA on similar VRAM. Modern iPhones run 3B models tolerably.

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Deployment forms

Server mode (HTTP + OpenAI API). CLI (interactive chat). Library (embed in app). Mobile bindings.