The Inbox Before the Library
Review-first ingestion turns uncertain media into a trusted, traceable catalog.
Open signal
F34.us
Content Aggregator Prototype
SYSTEMS ENGINEERING RECORD
A music-intelligence and library platform for ingesting, analyzing, reviewing, recommending, and playing a deeply understood catalog.
RoleCreator · music systems architecture, media ingestion, and recommendation design
ImpactBuilt a review-first music library that combines layered audio analysis, curation, playback, and inspectable recommendation policies into one lifecycle.
IMAGEMixMan: Navigating a Musical Space
PROJECT TIMELINE
Recent updates and connected-system signals.
Review-first ingestion turns uncertain media into a trusted, traceable catalog.
Open signalA musical policy engine chooses the kind of transition before it chooses the track.
Open signal