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AI Interview Question

System design: a financial research assistant with External Knowledge

LLMsHardProject Based18 min read

Senior system design interview question on External Knowledge within LLM Fundamentals.

Quick answer

Start by framing the problem in production terms for External Knowledge, then explain the root causes, a step-by-step investigation path, and the architecture or process changes you would ship for a Senior LLM Fundamentals role.

The interview question

Design a production system for a financial research assistant where External Knowledge is a core capability. Cover requirements, APIs, storage, scaling, security, observability, and rollout strategy.

Deep explanation

1. Short Interview Answer

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LLMsInference BasicsExternal KnowledgeSeniorSystem Design