- Rescale public subscription credits to one credit per 100,000 weighted tokens without migrating internal accounting data. - Preserve existing enforcement, ledger entries, limits, and active reservations through boundary conversion. - Show absolute subscription quota reset dates and times in provider settings. - Align internal AI documentation with current Docker volume, file-scope, image-update, model-ordering, and inference billing contracts.