Synthetic source groups → UTF-8 normalization → empty-record filter
  → source-group split
     ├─ validation: reviewed source groups
     └─ test: held-out source groups

Split purpose: evaluation only; no training split.
Leakage control: related records stay in the same group.
Seed/counts: must be recorded for the actual run.
Validation: pending.