Codex-worker drafted reply type measured against Operator's real sent replies before it earns more autonomy.
Unread SMS or missed call lands in FollowUp.
Classifier resolves Photos / measurements and checks thread state.
Codex-worker drafts within the current state-machine constraints.
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.
