Bug: Repeated blocks / duplicate content in Step 5 of "Turn Dark Data into Structured Gold"

IAM Roles are repeated multiple times.

<img width="1837" height="1020" alt="Image" src="https://github.com/user-attachments/assets/c482ccbf-0504-49b2-9e37-1041d9ed755f" />