- Add configurable ArcticDB backends with `LMDB`, `S3`, and `MEM` support.
- Introduce `AnalysisDriver` API for unified analysis with caching and Hamilton-based DAG execution.
- Deprecate legacy anomaly detection interfaces and refine plot rendering behavior.
- Update documentation, examples, and logging defaults.