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Personalization & listener agencyConcept & conversational prototype

Transparent music recommendations

Music discovery you can understand.

We are designing a recommender that combines musical discovery with a preference profile the listener can understand and correct.

Why this question matters

A recommendation should offer something rewarding while helping the system learn about the listener. Gathering information should serve the listening experience.

What we are exploring

Conversational recommendations and feedback inform the design. The proposed system would make preferences, uncertainty, and corrections visible to the listener.

Concept & conversational prototype

Where the work stands

The conversational prototype is not a trained recommendation system. A persistent catalog, inspectable profile, and comparative evaluation remain development goals.

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