---
title: Cascade Review
emoji: 👍
colorFrom: green
colorTo: red
sdk: docker
app_port: 7860
pinned: false
---

Human review of the production cascade batch (500 unseen products × 4 views). Thumbs up/down and an optional comment per
view; verdicts are saved to the private dataset `sociate/cascade-review-verdicts` (`reviews.json` + `cascade_report.xlsx`).
Source: `scripts/cascade_batch/` in finetuning-recipes.