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Tutorial Interviews and Careers
What a forward deployed engineer does, six frameworks for answering AI interview questions, and deep question banks with strong answers for AI product managers, forward deployed engineers, GenAI engineers, agentic AI engineers and AWS roles.
7 lessons · about 73 minutes · Five roles, frameworks, real depth
Every lesson opens on the site, where the pictures are live and the text is searchable: start this track ↗, or pick a lesson.
| # | Lesson | What it covers | Time |
|---|---|---|---|
| 1 | What Is a Forward Deployed Engineer? The FDE Role, Explained | What a forward deployed engineer (FDE) does, where the role came from, how it differs from a solutions architect, and why AI labs now hire FDEs. | 9 min |
| 2 | How to Answer AI Interview Questions: Six Frameworks | Six frameworks for AI interview questions: design, good enough or not, wrong answers, cost, incidents and behavioural stories, each with a worked example. | 8 min |
| 3 | AI Product Manager Interview Questions, with Frameworks | Ten deep AI product manager interview questions on AI judgement, design, metrics, evaluation, strategy, cost and leadership, each with a framework and answer. | 11 min |
| 4 | Forward Deployed Engineer Interview Questions and Answers | Ten forward deployed engineer (FDE) interview questions (discovery, demos, evaluation, debugging, design, handover and pushback) with strong answers. | 11 min |
| 5 | GenAI Engineer Interview Questions: RAG, Evals and Cost | Ten deep GenAI engineer interview questions on RAG failures, evaluation, fine-tuning, latency, cost, prompt injection, structured output and memory. | 11 min |
| 6 | Agentic AI Engineer Interview Questions and Answers | Ten agentic AI engineer interview questions: the agent loop, enforced limits, tool design, MCP security, multi-agent systems, evaluation and runaways. | 11 min |
| 7 | AWS Generative AI Interview Questions: Bedrock, AgentCore | Ten AWS generative AI interview questions on Bedrock, AgentCore, Strands, Knowledge Bases, Guardrails, IAM, cost and resilience, with architecture answers. | 12 min |
Teaching it? Session 8 · Practice and roles in the Cohort Kit turn this track into ninety-minute sessions.
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This wiki is the connective layer. The repository is canonical and versioned; these pages are the cross-surface maps and the notes that change too often to live in a reviewed file. Anyone can edit — see Editing this wiki.
▶ Start here · 55 lessons, on the site ↗
- Getting started · 2
- Agentic PDLC fundamentals · 9
- Methods decoded · 7
- Running delivery · 13
- By role · 9
- Teams and organisation · 4
- Practice · 4
- Interviews and careers · 7
The method
The Agentic PDLC
The Eight Loops
Gates & Governance
The Evidence Pack
The journey · end to end
Product manager
Solution architect
Engineering lead
QA lead
DevOps & platform
The method · by role
Product manager
Solution architect
Engineering lead
QA lead
DevOps and platform
Sponsor
How to
Run an NFR workshop
Design an agent on paper
Build, buy or borrow
Cut sprints into bolts
Review by risk band
Prove the bar
Control the token bill
Hold the security boundary
Run a missing-control postmortem
Reference
Mental Models
Glossary
Formulas & Calculators
Decision Trees
Scenario Library
Exercises & Answers
Anti-Patterns
Sources & Confidence
Where do I find…?
The 16 modules
- Agentic Foundations
- LLM Intuition and the AWS Bridge
- Amazon Bedrock Essentials
- Amazon Bedrock Agents
- Agent Builder, Knowledge Bases and Guardrails
- The Agent Loop: No Framework to Strands
- Strands Foundations: Tools, Memory and MCP
- Multi-Agent Patterns with Strands
- LangChain and LangGraph
- LLM Memory Mechanics
- RAG, OpenSearch and LiteLLM
- Amazon Bedrock AgentCore
- A2A and A2UI: Agent Interoperability
- Agentic QA and Evaluation
- End-to-End Production Pipeline
- Agentic Product Lifecycle
Learning paths · Field guide
Study Plans
Eight sessions
Living notes
Error Index
Community Answers
Field Notes
Model & Region Notes
Cost Log
Scoreboard 🧪
The project
Roadmap
Editing this wiki
Maintainer Runbook
📘 The manual · live
🛫 Ninety Days, the simulator
🧰 The workbench
👔 For leadership
🧠 Mental models
Templates · Prompts
Frameworks & acronyms
The repository · Setup
Pinned discussions
Discussion map — where to post what
Exercise & lab index
Simulator Arena — get a lab graded
Pitch an idea
All discussions →