Design a Music Recommendation System with an LLM Agent

Quick Overview

Design a music recommender with candidate generation, ranking, feedback loops, cold-start handling, diversity, and offline and online evaluation. Add an LLM conversation layer only where it improves intent capture or explanation while preserving catalog rules, latency, and core ranking quality.

Design a Music Recommendation System with an LLM Agent

Company: Google

Role: Software Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Technical Screen

Overview: Design a music recommender with candidate generation, ranking, feedback loops, cold-start handling, diversity, and offline and online evaluation. Add an LLM conversation layer only where it improves intent capture or explanation while preserving catalog rules, latency, and core ranking quality.

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Google
Aug 11, 2026
mediumSoftware EngineerTechnical ScreenML System Design
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