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    Nate
    Nate@nate_5122mo
    📱GitHub💭Tech💭AI
    Colibrì GLM-5.2 25GB RAM

    @nate_512The notion that large models require massive amounts of RAM is now obsolete. Colibrì, a tiny engine designed for immense models, runs GLM-5.2,a 744-billion-parameter model,on a machine with just 25GB of RAM and no GPU. By keeping only the necessary parameters in memory and streaming the rest from disk as needed, it achieves this feat efficiently.

    View original post

    Colibrì GLM-5.2 25GB RAM

    Photo by @nate_512· Jul 12, 2026· GitHub

    About this photo

    The image focuses on a GitHub repository page for "colibrì". It displays a pixel art hummingbird logo and text describing a "Tiny engine, immense model" that runs GLM-5.2. The mood is technical and informative, typical of software documentation. A notable detail is the Italian text "Ciao! Come posso aiutarti oggi?" which translates to "Hello! How can I help you today?". The on-screen text includes "github.com", "README", "Contributing", "Apache-2.0 license", and the project title "colibrì".

    See all GitHub photosRead the GitHub wiki

    ?

    More GitHub photos

    See all GitHub photos
    Linus Torvalds GitHub profileLinus Torvalds GitHub profileTop Agent Skills Repositories GitHub 2026Top Agent Skills Repositories GitHub 2026SuperGrok Heavy pricing and featuresSuperGrok Heavy pricing and featuresDeepSeek Harness 10k stars recordDeepSeek Harness 10k stars recordCOLIBRI GLM-5.2 744B modelCOLIBRI GLM-5.2 744B modelanydoc Rust libraryanydoc Rust libraryInvidious open source YouTube front-endInvidious open source YouTube front-endAgent Flow GitHub visualizationAgent Flow GitHub visualizationmeshLLM GitHub projectmeshLLM GitHub projectJolli Memory AI open-source layerJolli Memory AI open-source layerOpenCut open-source video editor 62K GitHub starsOpenCut open-source video editor 62K GitHub starsT3MP3ST GitHub 4,000 starsT3MP3ST GitHub 4,000 starsPocket TTS GitHub READMEPocket TTS GitHub READMELinus Torvalds antigravity commit2Linus Torvalds antigravity commit
    Photo
    Nate
    Nate@nate_5122mo
    📱GitHub💭Tech💭AI
    Colibrì GLM-5.2 25GB RAM

    @nate_512The notion that large models require massive amounts of RAM is now obsolete. Colibrì, a tiny engine designed for immense models, runs GLM-5.2,a 744-billion-parameter model,on a machine with just 25GB of RAM and no GPU. By keeping only the necessary parameters in memory and streaming the rest from disk as needed, it achieves this feat efficiently.

    View original post

    Colibrì GLM-5.2 25GB RAM

    Photo by @nate_512· Jul 12, 2026· GitHub

    About this photo

    The image focuses on a GitHub repository page for "colibrì". It displays a pixel art hummingbird logo and text describing a "Tiny engine, immense model" that runs GLM-5.2. The mood is technical and informative, typical of software documentation. A notable detail is the Italian text "Ciao! Come posso aiutarti oggi?" which translates to "Hello! How can I help you today?". The on-screen text includes "github.com", "README", "Contributing", "Apache-2.0 license", and the project title "colibrì".

    See all GitHub photosRead the GitHub wiki

    ?

    More GitHub photos

    See all GitHub photos
    Linus Torvalds GitHub profileLinus Torvalds GitHub profileTop Agent Skills Repositories GitHub 2026Top Agent Skills Repositories GitHub 2026SuperGrok Heavy pricing and featuresSuperGrok Heavy pricing and featuresDeepSeek Harness 10k stars recordDeepSeek Harness 10k stars recordCOLIBRI GLM-5.2 744B modelCOLIBRI GLM-5.2 744B modelanydoc Rust libraryanydoc Rust libraryInvidious open source YouTube front-endInvidious open source YouTube front-endAgent Flow GitHub visualizationAgent Flow GitHub visualizationmeshLLM GitHub projectmeshLLM GitHub projectJolli Memory AI open-source layerJolli Memory AI open-source layerOpenCut open-source video editor 62K GitHub starsOpenCut open-source video editor 62K GitHub starsT3MP3ST GitHub 4,000 starsT3MP3ST GitHub 4,000 starsPocket TTS GitHub READMEPocket TTS GitHub READMELinus Torvalds antigravity commit2Linus Torvalds antigravity commit