# authorship_remediation

original_author: claude
remediation_author: codex-main
finding: Historical bank script assembled sentence fields at runtime from smaller literal inventories.
artifact_path: batch_scripts/remediate_literal_authorship_239_240_241_329.py
artifact_sha256: 1af79c64cf95081ac39a1df12b43b98b6fd86349329a8cb66e0a9e59bc81afc2
created_at: 2026-07-10T15:55:29Z
resolution:
Sentence was individually read through all five lenses, manually ratified without field change, and materialized as an explicit literal row.


