Deterministic SMS copy that can be sent once the type toggle and live-write gate are on.
Unread SMS or missed call lands in FollowUp.
Classifier resolves Lost / competitor and checks thread state.
Canonical Operator wording is selected without model drift.
Master live writes, type toggle, idempotency, spam, and turn gates must pass.
Outbound and suggestion are logged so reply quality grades the real outcome.
Raise sample quality by logging every visible suggestion and every sent reply.
Split weak buckets when edits show repeated sub-scenarios.
Promote only narrow, high-confidence rules into deterministic gates.
Recent runs and operator changes associated with this automation.
