# Adapter & Evaluation Workshop

- Overview of Filtered-SFT objectives and nightly workflow
- Hands-on with `aurora-se learn --nightly`
- Reviewing bias reports, PDCA telemetry, and evaluation metrics
- Performing `aurora-se adapters list|sync|rollback`
- Running `aurora-se eval --suite swe-bench-lite` and interpreting analytics
- Federated sync policy checks and governance approvals
