My usage history shows 100+ “Login Device” entries all logged as “Model Inference” calls, consuming my monthly quota. Dashboard shows 15% weekly / 10% monthly remaining, but API returns 429 exceeded_current_quota_error. I have 3 CLI devices registered. This appears to be a quota classification/tracking bug, not legitimate usage.
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