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In this video I take a dive into NVidia's NVFP4 quantization, and compare it against established GGUF Q4_K_M models. In this video, I benchmark MLX vs GGUF runtimes across real-world scenarios - not synthetic tests - to answer what seems a ... inspecting messages vs raw prompt, logs, web UI, model details, systemd service, --verbose flag, systemctl/journalctl `pbsse` and ... Many developers dive into local AI expecting a plug-and-play experience, only to find themselves choosing between a ...