Panel coverage
Only finite, sufficiently varied reward panels enter adaptive selection and SFT publication.
Filtered panel audit
Reviewer explorer
Choose a reviewer and candidate panel.
Test-time rewards · collection audit
Inspect adaptive stopping, filtered reward panels, complete rubric-writer trajectories, and published SFT examples. Held-out reviews and oracle scores are never included in model-visible rows.
Only finite, sufficiently varied reward panels enter adaptive selection and SFT publication.
Choose a reviewer and candidate panel.