Audited Aureus source coverage and synthesis provenance
Directed by Nicholas Lee · Produced with ChatGPT + Lovable read-only source inspection
Read-only review confirmed that Spotify and YouTube are the live OAuth sources while several other named music services remain roadmap-only in the interface, even though page metadata describes broader cross-library coverage. The current mix generator is deterministic ranking, and some behavioral explanations are heuristic rather than direct listening-history evidence.
Defined a launch-readiness boundary for Aureus: align public metadata with the sources that are actually live, distinguish deterministic recommendation logic from model-backed AI, label inferred energy/mood/recency signals as estimates, and avoid behavioral copy that implies direct replay history when the underlying value is heuristic. No application changes or account actions were performed.