What problem does it solve?
This Skill helps you review and correct OCR-based redactions page-by-page, so you can confidently apply accurate removals/additions across a selected page range without corrupting the rest of the document.
Core Features & Use Cases
- Parallel Pass 1 page review (OCR/CSV only): Spawns one child per page to inspect OCR line/word outputs, apply review rules, and return page-scoped verified row deltas.
- Master CSV-safe merge: Loads a single master review CSV once, preserves untouched pages, and replaces only the reviewed range with child-verified rows, then sorts and validates the merged output.
- Single, controlled apply cycle: Runs coverage verification, optional suspicious-row pruning, previews, and performs exactly one
/review_apply for the entire merged/pruned CSV.
- Optional Pass 2 visual QA with VLM: When requested (or when policy flags demand it), checks only flagged pages visually using sequential VLM calls and conservatively patches CSV results, followed by one more re-apply if changes occur.
Quick Start
Ask it to “Review pages 4–7 in the redaction output folder, using these rules, run Pass 1 OCR/CSV review only, merge into output_review_final, and apply once.”
