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decile-hub-interface

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The operator-facing workflow layer for getting real-world data INTO and OUT OF a client's Decile Hub CRM — sitting on top of the decile-hub-connector API contract. Use whenever importing a batch of real records into Decile (voice-note transcripts, CSV lead lists, LP rosters, event attendees), matching hand-collected records to existing Decile prospects by name, appending notes to people/prospects, or reasoning about the People-vs-Organizations-vs-Pipelines-vs-Prospects data model for a fundraising pipeline. Triggers when the user says "import these into Decile", "add these to the pipeline", "match these to Decile", "put these voice notes / this list into Decile", "attach a note to the prospect", "which pipeline do these belong to", or names the importer script decile-import-voicenotes.mjs. Encodes the read-only introspection recipe (whoami → pipelines?kind=investor → stages → prospect shape), the name-matching import pattern (Apple Voice Memos and most hand-collected records carry NO email, so the filename/ty

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