System design · Free PDF
AI System Design
A framework for the design round and worked cases: support bot, document search, coding agent and more.
Agent loops, tools, state and memory, permissions, and how agents fail once real users touch them.
Free PDF · sent by email the day it’s ready
For engineers whose design round includes an agent: a support bot that takes actions, a coding agent, an assistant with tool access.
It pairs with the AI System Design Casebook, which covers the general framework.
What it covers
One of the 16 questions, with its model answer.
What makes an agent worth building
Model answer
Run both against one shared set of realistic tasks and compare five things: task success rate, cost per successful task, latency at p50 and p95, how bad the worst failures are, and maintenance burden. For cost I compare distributions, because agent spend has a long tail. Any one of those can veto the agent.
On well-understood tasks the workflow usually wins on most of them. The agent earns its place on varied, unpredictable tasks where you can't list the steps in advance. A common outcome is to ship the workflow for the main path and route the odd cases to an agent. I keep both harnesses runnable and re-run the comparison when models or prices change. One more tell: if an agent's traces show the same tool sequence every run, it's a workflow paying agent overhead.
See all 16 questions: Agentic AI Interview Questions and Answers →
Requirements, architecture, tradeoffs, evaluation and failure modes, in the order you say them.
Prompts worked end to end the way you would answer them at the whiteboard, with the diagram.
The choices interviewers push on, and what each option costs in latency, money and risk.
How the system breaks in production, how you would notice, and what you would measure.
Read it on your phone before the call, or print the sections you want to drill.
The guide isn’t out yet, so chapters and their order may still change.
Free PDF
A model answer for every question, what the interviewer is checking, the follow-up and the mistake to avoid.
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The questions page lists every question with a handful of sample answers. The PDF has a model answer for each question, plus what the interviewer is checking, the likely follow-up and the mistake to avoid.
No. It is written from the concepts the role or system depends on. We don’t name companies or claim to know what any one company asks.
It isn’t out yet. Leave your email and we send it the day it is; nothing else arrives before then.
System design · Free PDF
A framework for the design round and worked cases: support bot, document search, coding agent and more.
System design · Free PDF
Ingestion, chunking, retrieval, reranking, grounding and evaluating answers.
Role guide · Free PDF
LLM fundamentals, RAG, agents, evals and the questions about your own projects.