Feedback loop

Train the vibe, not the algorithm.

Enter a track or mood, review five Spotify-resolved picks, then thumbs up, thumbs down, and comment until the recommendations hit the right lane.

Spotify reality check

Spotify preview URLs are deprecated and often null. This app uses direct preview audio only when present, otherwise it falls back to Spotify embeds and links.

No round yet

The first round will appear here with feedback controls on each track.