What skills are needed for AI infra roles?

Q: What skills are needed for AI infra roles?

This is a ML System Design interview question from ByteDance for Software Engineer roles. View the full question and solution on PracHub.

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Question

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You interviewed for an AI infrastructure / LLM serving internship role and were told the rejection reason was insufficient familiarity with vLLM, including needing to understand its core mechanisms, read source code, and ideally contribute.

Question:

What foundational skills should an AI Infra intern candidate have so a team believes they can ramp up quickly?
What are the core concepts/mechanisms in an LLM inference engine (e.g., vLLM-style) that you should be able to explain?
What concrete projects or contributions can you do to demonstrate readiness (including how to approach reading and contributing to a large open-source codebase)?

What skills are needed for AI infra roles?

Solution

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