- Implemented agent type classification and persistence in the database, including a backfill for legacy records.
- Added `AgentType` categorization and aggregated token usage metrics to the backend services.
- Created an `AgentTokenShare` visualization component to display usage distribution on the overview dashboard.
- Integrated agent-based tracking into existing data pipelines, view models, and testing suites.
Rewrite the local `omp stats` web UI on the OMP brand palette with a left nav, focused per-section views, a new Projects view, a system-aware light/dark toggle, and flicker-free navigation. Same data, endpoints, and command; the only server change is a 1h time-range bucketing fix in the aggregator.