What this stage does
Independently reproduce the primary analysis end to end — a second programmer, a second path to the same numbers — before either is trusted.
Where AI applies
Independent code generation from the same SAP for cross-validation, automated diff-and-reconcile between the two programs, and discrepancy triage that explains why two implementations disagree.