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                    "Magnitude\nRun open models as fast as your hardware allows\n\n  \n  \n  \n  \n  \n\nMagnitude is an open source inference engine for agents that optimizes itself for your exact hardware. It compiles and tunes its kernels on your device, so open models run up to 2x faster than llama.cpp. One click connects the agent you already use (Pi, OpenCode, Hermes, Codex, and more). Works on Apple Silicon, NVIDIA, AMD, or nothing but a CPU.\nDownload Magnitude for macOS, Windows, or Linux\n\u2b50 Help us reach more developers and grow the Magnitude community. Star this repo!\n\n  \n    \n    demo-9-29.mp4\n    \n  \n\n  \n\n  \n\n\nGet started\n\nDownload Magnitude, install it, and open the app.\nChoose a recommended model in Discover and download it.\nConnect your agent in Connections and start using it.\n\nThe desktop app includes the magnitude CLI. No separate installation is needed.\nWhy Magnitude?\n\nUp to 2x faster than llama.cpp: 92% faster decode on Metal, 19% on CUDA\nTuned on your device: kernels are tuned on your hardware before a model runs\nBuilt for the best models: hand-optimized kernels for popular open-weight families\nMemory that flexes: 27% less memory per agent, freed when agents stop\nFast concurrent sessions: sessions share prefix caches to prevent slowdown\nWorks with your agent: one click to connect Pi, OpenCode, Hermes, Codex, and more\nFree, private, open source: no token costs, nothing leaves your machine, Apache 2.0\n\nUp to 2x faster than llama.cpp\n\n  \n  \n\nFAQ\nWhat is Magnitude?\nAn open source inference engine that optimizes itself for your hardware. It ships as a desktop app that runs open models and connects them to the agent you already use.\nHow is it faster than llama.cpp, Ollama, or LM Studio?\nThey ship kernels precompiled for broad classes of hardware. Magnitude compiles and tunes its kernels on your actual device before a model runs, so they fit your exact chip. See the benchmarks against llama.cpp.\nWhat hardware do I need?\nAny Apple Silicon, NVIDIA, or AMD GPU, or nothing but a CPU. There is no fixed minimum. Smaller machines run smaller models, and more memory lets you run larger ones.\nWhat operating systems does it support?\nmacOS, Linux, and Windows.\nWhich models does it support?\nSee the full list at magnitude.dev/models. We write optimized kernels for the most popular open-weight families, which is how we beat generalist engines.\nWhich agents work with it?\nOne click connects Pi, OpenCode, Hermes, OpenClaw, Codex, Claude Code, Oh My Pi, and Cline. Anything else works through the OpenAI-compatible API.\nIs it private?\nYes. Prompts, files, and models stay on your machine. No internet needed once a model is downloaded."
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