Design a Multimodal Retrieval-Augmented Generation System

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Design a multimodal retrieval-augmented generation system with provenance-preserving text and image ingestion, hybrid retrieval, reranking, secure prompt assembly, abstention, and separate retrieval and answer evaluation.

Design a Multimodal Retrieval-Augmented Generation System

Company: J.P. Morgan

Role: Software Engineer II

Category: ML System Design

Difficulty: medium

Interview Round: Onsite

Overview: Design a multimodal retrieval-augmented generation system with provenance-preserving text and image ingestion, hybrid retrieval, reranking, secure prompt assembly, abstention, and separate retrieval and answer evaluation.

Read the full J.P. Morgan Software Engineer II interview experience this question came from

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J.P. Morgan
Aug 8, 2026
mediumSoftware Engineer IIOnsiteML System Design
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