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Dual-GPU AMD local LLM fleet: llama.cpp routers with measured memory safety (fit-check guard, freeze mode), LocalAI media lanes, Bifrost gateway. Built on Framework 16 with Ryzen 9 7940HS w/ Radeon 780M iGPU + RX 7700S dGPU. Vulkan and ROCm 7.1
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