Fixed
- Server — Auto-learn no longer emails per unit ID or tone pattern — Review emails with MP3 attachments for ambiguous unit aliases or stacked tone candidates are removed. Confident matches still auto-add; skipped cases are logged only.
Admin UI
- Auto-learn tone set and unit alias help text updated to reflect log-only review (no admin email).