I built one workflow that

I built one workflow that triages inbound Gmail into noise, operational, and meeting paths. Meeting requests are split into clear versus ambiguous before any calendar logic runs. Ambiguous requests get a clarify reply. Clear requests use real calendar availability plus booking caps from Postgres.

Key outcomes

- Prevents duplicate processing with DB-backed dedupe

- Uses confidence thresholds to avoid low-quality sends

- Keeps outbound mail plain text and auditable

- Supports exact-match auto-booking only when conditions are safe