Trace an LLM Request Through a Paged-KV Inference Engine

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Quick Overview

Trace LLM inference from request admission through prefill and decoding, explaining paged KV block tables, continuous batching, cache lifetime, and latency tradeoffs.

Trace an LLM Request Through a Paged-KV Inference Engine

Company: AMD

Role: Software Engineer

Category: ML System Design

Difficulty: medium

Interview Round: Onsite

Overview: Trace LLM inference from request admission through prefill and decoding, explaining paged KV block tables, continuous batching, cache lifetime, and latency tradeoffs.

Read the full AMD Software Engineer interview experience this question came from

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AMD
Sep 14, 2026
mediumSoftware EngineerOnsiteML System Design
3
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