# Reviews & corrections

This benchmark was built and audited under a redundant cross-validation process
(independent agents given the identical task; changes made only on convergent findings).

- **`corrections-and-review-record.md`** — the headline of this folder: the bugs we found in
  our **own** grading pipeline (including ones that had favoured our product, corrected
  against our own interest), the review process that caught them, and the citation /
  faithfulness failures we found in each tool.
- The bug-fix history and grader self-audit are also recorded inline in
  `../02_findings/BENCHMARK-FINDINGS-LOG.md` (§4 and the "★ FINAL RESULTS" section).
- The plain-language method + anti-"AI-grading-AI" safeguards are in
  `../01_methodology/benchmark-validation-overview.md`.

Anyone is welcome to re-grade from the published questions (`../00_questions/`) and the raw
grades (`../04_data/`).
