+12% in 30 days
Alert threshold crossed
Stable approval queue
Review queue
| Question | Subject | Similarity | Review | Diff summary |
|---|---|---|---|---|
| Civil service reasoning item 12A | Verbal logic | 0.71 cosine | Needs human pass | Rubric tightened; distractor B replaced |
| Pharmacy licensing scenario 8F | Clinical judgement | 0.42 cosine | Approved | Minor phrasing only |
| Teacher certification essay prompt 4C | Essay scoring | 0.88 cosine | Rejected | Too close to prior bank item |
Critic loop
- Teacher edits captured as structured JSON diff.
- Prompt scaffold feedback batch runs nightly.
- Critic model confidence preview is enabled in QA only.
Queue health
- Draft generation queue: 18 messages
- Embedding and similarity queue: 3 messages
- Manual review queue: 842 items