Design a Retrieval-Grounded Local Sports News Recommender

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Quick Overview

Design a retrieval-grounded system that recommends and summarizes fresh local sports news. Cover ingestion, hybrid retrieval, personalization, prompts, provenance, hallucination checks, model optimization, safe degradation, and evaluation.

Design a Retrieval-Grounded Local Sports News Recommender

Company: Microsoft

Role: Machine Learning Engineer

Category: ML System Design

Difficulty: medium

Interview Round: HR Screen

Overview: Design a retrieval-grounded system that recommends and summarizes fresh local sports news. Cover ingestion, hybrid retrieval, personalization, prompts, provenance, hallucination checks, model optimization, safe degradation, and evaluation.

Read the full Microsoft Machine Learning Engineer interview experience this question came from

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Microsoft
Jun 21, 2026
mediumMachine Learning EngineerHR ScreenML System Design
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