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Windows 11 has no shared local AI model store, RTX Spark testing finds

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Windows 11 has no shared local AI model store, RTX Spark testing finds

3 Key Points

  1. What happened

    Testing local AI on RTX Spark, Thurrott.com found Windows 11 keeps no shared model store or middleman service, so a model downloaded in one app—such as Hermes or LM Studio—is invisible to the next app and must be downloaded again.

  2. Why it matters

    In practice, experimenting with different apps and models means repeated downloads, and the resulting duplicate files can take over storage as those files grow larger.

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Context & Analysis

Thurrott.com's testing on RTX Spark points to a mismatch between how Windows treats files and how local AI apps treat models. On Windows, a downloaded DOCX file is simply a file in the file system, available to the system and all apps and services, not sandboxed or isolated. Local AI models are also just files sitting in the file system, and Microsoft claims there are over 40 local AI models on every Copilot+ PC, but they are hidden somewhere and updated by Windows Update or the Microsoft Store. Whatever apps Microsoft makes available know how to find those models, but there is no formal storage location or system service acting as a middleman. As a result, a model downloaded in one app—Hermes, LM Studio, Clairvoyance, Windows Llama, or another—is not visible to a different AI app, so the same model is downloaded twice. That duplication can become problematic as model sizes balloon, especially on RTX Spark computers that can have up to 128 GB of RAM and allocate most of it to the GPU that interacts with those models. The author notes that experimenting with different AI apps, runtimes, and models means moving back and forth and re-downloading, and the digital detritus of this activity can start taking over the PC's storage. Cleaning house would be easier if the models' location were known, and it is possible (likely?) that uninstalling an app does not remove the models it downloaded.

FAQ
Can two AI apps on Windows share the same downloaded model?
No. A model downloaded with one app cannot be seen by a different AI app, so the same model has to be downloaded again.
Where does Windows keep local AI models?
Windows hides the models somewhere in the file system and updates them via Windows Update or the Microsoft Store, with no formal storage location or middleman service.
Why does this matter more on RTX Spark computers?
RTX Spark machines can have up to 128 GB of RAM and allocate most of it to the GPU that interacts with those models, so duplicate downloads add up.
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