- Rescale public subscription credits to one credit per 1,000,000 weighted tokens while preserving internal accounting units. - Add 30-day inference usage totals and color-coded history charts, with integer credit summaries outside activity history. - Group repeated inference provider accounts with animated collapse, stable columns, and whole-row reordering constrained within each provider. - Allow permission groups without direct scopes and fix production group creation service wiring and modal toast layering. - Prefetch volume metrics, preserve samples across tab changes, refresh them with volume snapshots, and color volume metric charts. - Align public and internal AI documentation with current relay, integration, Compose, licensing, alerting, and inference contracts, and remove the stale competitive landscape document.