To clarify, the 100+ “Login Device” entries are your actual model inference calls authenticated via device login, not background keep-alive pings.
For a detailed explanation of this naming convention and the dashboard sync behavior, please see: TITLE : Allegretto Quota System Has Hidden Dual-Pool Architecture + Potential "Login Device" Classification Bug - #2 by yuikns