# Adoption: learning_ai_notes > **Status:** Draft > **Owner:** `learning_ai_notes` > **Ecosystem focus:** transcript -> note -> memory golden flow --- ## Goals - consume transcript-derived artifacts - store note artifacts using the shared envelope - preserve provenance and downstream memory linking ## Checklist - [ ] accept transcript-linked artifact creation - [ ] emit canonical note artifact envelope - [ ] emit `artifact.created` and `artifact.linked` - [ ] preserve provenance to transcript source Commits: - `7a86a76` drafted the initial adoption doc