“Your agent keeps calling the same tool in production. Why?”
AIPLAYBOOK
AI ENGINEER AGENTIC AI LLM SYSTEMS
Most candidates can define an agent. Few can answer the follow-up.
92 interview questions with model answers, system-design walkthroughs and a 30-day plan to crack AI engineer and agentic AI interviews.
Instant PDF · 141 pages · Secure Razorpay
Read a free sample below ↓92questions
14chapters
3mock interviews
30-dayplan
THE REAL INTERVIEW
Interviews aren't lost on the first question. They're lost on the follow-up.
“Your RAG answer is confident but wrong. Retrieval or generation?”
“When would you NOT use an agent?”
This playbook teaches the reasoning behind the answer, so you can handle questions you've never seen.
LOOK INSIDE
A few pages from the playbook.
THE FOUR-BEAT ANSWER
Turn a definition into an interview-winning answer.
Every answer in the book follows this structure: define it, explain the mechanism, name the trade-off, then prove it with evidence.
Define
One sentence. What it is, in plain language.
An AI agent is an LLM placed in a loop where it can choose actions, call tools, observe results and decide what to do next.
AI
AGENT
ObserveThinkActCheckAGENT
Observe → Think → Act → Check
ONE BOOK. FOUR PARTS.
Everything you need to sound like someone who has shipped it.
The Playbook
Interview loops, scoring, system design and behavioural questions.
The Question Bank
92 questions across 14 chapters with likely follow-ups.
Mock Interviews
Three walkthroughs from clarifying questions to rollout.
Cheat Sheets & Study Plan
Decision tables, metrics, checklists and a 30-day plan.
IS THIS FOR YOU?
Made for the next step in your career.
For you
- Engineers moving into AI engineer / GenAI roles
- ML engineers adding agent and LLM-systems skills
- Freshers who know the basics but freeze on follow-ups
- Anyone with a system-design round coming up
Not for you
- People looking for leaked “real questions” from company X.
- Complete beginners who have never written Python.
THE COMPLETE PLAYBOOK
₹399 · one-time
Less than one hour of interview coaching.
- 141-page PDF, instant download
- 92 model answers across 14 chapters
- 3 full system-design mock interviews
- Cheat sheets + 30-day study plan
Instant download link after payment · Works on phone, tablet and laptop
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QUESTIONS, ANSWERED
Before you get started.
How do I get the book?
After payment you’re redirected straight to the download link.
What format is it?
A 141-page PDF that works on phone, tablet and laptop.
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UPI, debit/credit cards and netbanking via Razorpay.
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TABLE OF CONTENTS14 chapters · 92 questions · fundamentals to system design
Chapter 1: Agentic AI Fundamentals · Chapter 2: Architectures & Planning · Chapter 3: Memory & Context · Chapter 4: Tools & MCP · Chapters 5–14: Multi-agent, frameworks, LLMs, RAG, deployment, reliability, cost and rapid-fire.