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Abhinav Narain

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#artificial intelligence Preprint Sep 2026

AURA: Agentic Diagnosis and Refinement for Production Recommender Systems at Scale

How and why does a recommender system fail the users it serves? Oftentimes, practitioners are left to improve their algorithms based on a combination of feedback from stakeholder teams, domain expertise, and insights from data analyses. Yet the nuances of how and where recommendations perform well or poorly for end use...

SungGeun Kim, Abhinav Narain, Daniel Nemirovsky · 0 citations

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