Forward Deployed Engineering Interview Course - Aced (formerly Exponent)
In the coming weeks, Exponent is becoming Aced.
Curriculum
Features
Forward Deployed Engineering Interviews
Land your next role in forward deployed engineering (FDE) at top companies like Google, Anthropic, OpenAI, and startups. Learn from mock interviews, frameworks, and advice from senior candidates. Perfect your system design, coding, and behavioral interviews.
Top FDE interview questions and answers
Interactive coding exercises with AI feedback
Full-length mock interviews & walkthroughs
Get all access for $12 / month Try free preview
Taught by
Saurabh ShrivastavaHead of FDE, AWS
Kamesh VedulaFounding Senior FDE @ Rippling
Rajat Doshiex-Palantir FDE
Vinoo GaneshCEO at Kepler (ex-Palantir, Citadel)
Kevin BaiApplied AI at Anthropic (ex-Rippling FDE)
Stephen ChuDeployed Engineering at LangChain
Ivory TangFounder at Contour (ex-Cartesia FDE)
Rohan JinturkarEngineering at OpenAI (ex-Palantir)
Saurabh ShrivastavaHead of FDE, AWS
Kamesh VedulaFounding Senior FDE @ Rippling
Rajat Doshiex-Palantir FDE
Vinoo GaneshCEO at Kepler (ex-Palantir, Citadel)
Kevin BaiApplied AI at Anthropic (ex-Rippling FDE)
Stephen ChuDeployed Engineering at LangChain
Ivory TangFounder at Contour (ex-Cartesia FDE)
Rohan JinturkarEngineering at OpenAI (ex-Palantir)
Featured videos
Start with a free lesson, then unlock all 83 video lessons.
\ \ Free\ \ Know the Rules So You Can Break Them](/content/courses/forward-deployed-engineering/fde-behavioral/breaking-interview-rules/index.html) \ \ Members\ \ Understand the FDE Role Before You Interview for It](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) \ \ Members\ \ Design System to Improve NYC Traffic](/content/upgrade?course=forward-deployed-engineering&src=course/index.html)
Interview prep trusted by 1M+ candidates who've landed jobs at
\ \ Unlock all lessons\ \ 83 videos · AI mocks · certificate\ \ Get access — $12/mo](/content/upgrade?course=forward-deployed-engineering&src=course/index.html)
What you'll find in this course
9 courses
83 videos
67 hours
FDE Introduction
2 modules
6 lessons
4 videos
Learn what an FDE is, how the role differs across companies, and what their interview processes look like. Then figure out exactly what to prep for based on the interview process you're facing.
Overview
2 lessons
Welcome to the Forward-Deployed Engineer Interview Prep Course!\ \ Free The FDE Interview Process
Fireside Chats
4 lessons·4 videos
\ \ What Hiring Managers Look for When Building an FDE Team](/content/courses/forward-deployed-engineering/intro-fde-interviews/hiring-managers-on-building-fde/index.html) \ \ Understand the FDE Role Before You Interview for It](/content/courses/forward-deployed-engineering/intro-fde-interviews/understanding-fde/index.html) \ \ Is the FDE Role Right for You?](/content/courses/forward-deployed-engineering/intro-fde-interviews/should-you-pick-fde/index.html) \ \ How to Win the LangChain Deployed Engineer Interview](/content/courses/forward-deployed-engineering/intro-fde-interviews/langchain-deployed-engineer-interview/index.html)
Decomposition Questions
2 modules
6 lessons
2 videos
Learn how to answer the most challenging round in the FDE loop: decomposition questions. Pioneered by Palantir (also known as open-ended questions) and now popular at other companies, these questions reward a specific way of thinking. Demystify what interviewers are looking for, and see how real FDEs answer these questions themselves.
Overview
3 lessons
What are Decomposition Questions?\ \ Free How to Answer Decomposition Questions Rubric for Decomposition Questions
Mock Interviews & Practice
3 lessons·2 videos
\ \ Design Sync System Between Employee Record Systems](/content/courses/forward-deployed-engineering/decomposition/decomp-employee-record-sync/index.html) \ \ Design System to Improve NYC Traffic](/content/courses/forward-deployed-engineering/decomposition/decomp-improve-nyc-traffic/index.html) Design Field Catalog\ \ Coming soon
Practical Coding Interviews
4 modules
13 lessons
3 videos
This course covers new practical and AI-assisted coding interviews, where engineers are expected to build, extend, and debug realistic codebases and work alongside coding agents.
Overview
2 lessons·1 video
Introduction\ \ Free \ \ Bonus: AI-Assisted Coding Round at Meta](/content/courses/forward-deployed-engineering/practical-coding-interviews/bonus-ai-assisted-coding-round-at-meta/index.html)
Building New Projects
1 new4 lessons·1 video
Building New Projects \ \ Web Crawler](/content/courses/forward-deployed-engineering/practical-coding-interviews/web-crawler-project/index.html) Parse CSV Transactions\ \ New Find Duplicate Files
Extending Codebases
3 new4 lessons·1 video
Extending Codebases Build a Rate Limiter\ \ New \ \ Key-Value Store with TTL\ \ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/kv-store-ttl/index.html) Movie Recommendation API\ \ New
Debugging
2 new3 lessons
Debugging Interviews Debug API Errors in Production\ \ New Debug Loyalty Points System\ \ New
Behavioral Questions for Forward-Deployed Engineers
4 modules
28 lessons
14 videos
A customer sits on the other side of most of the FDE job, so interviewers are deciding whether they can trust you in the room with one. We'll teach you the three question types and how to answer the customer-facing ones even if you've never held a customer-facing title.
Fast Track (Start Here)
5 lessons
In a rush? This is your minimum viable prep.
Introduction to Behavioral Questions Avoiding Downleveling Approaching the 3 Question Types How to Answer Customer Interaction Questions Answering Customer Interaction Questions Without Experience
Theory
7 lessons·5 videos·46 min
Avoid the most common mistakes. Discover what interviewers are actually searching for.
\ \ Why Engineers Fail Interviews](/content/courses/forward-deployed-engineering/fde-behavioral/why-engineers-fail-interviews/index.html) \ \ The Question Beneath the Question](/content/courses/forward-deployed-engineering/fde-behavioral/question-beneath/index.html) Measuring Culture Fit Demonstrating Impact \ \ Introducing Yourself: Do's and Don'ts](/content/courses/forward-deployed-engineering/fde-behavioral/introducing-yourself-dos-donts/index.html) \ \ "Why Our Company?"](/content/courses/forward-deployed-engineering/fde-behavioral/why-our-company/index.html) \ \ Prevent Instant Rejection](/content/courses/forward-deployed-engineering/fde-behavioral/non-obvious-dealbreakers/index.html)
Tactics
5 lessons·2 videos·29 min
Execute these practical steps for success in "must know" scenarios.
\ \ Know the Rules So You Can Break Them\ \ Free](/content/courses/forward-deployed-engineering/fde-behavioral/breaking-interview-rules/index.html) Types of Interviewers Sharing the Optimal Level of Detail \ \ Stop Sounding Like a Robot\ \ Free](/content/courses/forward-deployed-engineering/fde-behavioral/sounding-like-robot/index.html) Reversing a Downlevel Offer\ \ Free
Mock Interviews and Practice
11 lessons·7 videos
\ \ Pushing Back on Clients, End-to-End Technical Wins, Cross-Functional Work](/content/courses/forward-deployed-engineering/fde-behavioral/push-back-client-technical-cross-functional/index.html) Why FDE?\ \ Coming soon Challenging Deployment\ \ Coming soon Customer Pushing Scope of Work\ \ Coming soon Customer Feedback to Core Product Improvement\ \ Coming soon \ \ Demonstrating Ownership (Part 1)](/content/courses/forward-deployed-engineering/fde-behavioral/demonstrating-ownership/index.html) \ \ Demonstrating Ownership (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-demonstrating-ownership/index.html) \ \ Be Seen as a Senior Engineer (Part 1: Mock Interview)](/content/courses/forward-deployed-engineering/fde-behavioral/behavioral-senior-engineer/index.html) \ \ Be Seen as a Senior Engineer (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-senior-engineer/index.html) \ \ Do You Meet the Senior+ Bar? (Part 1)](/content/courses/forward-deployed-engineering/fde-behavioral/senior-plus-faang/index.html) \ \ Do You Meet the Senior+ Bar? (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-senior-plus-faang/index.html)
Project Deep Dives for Forward-Deployed Engineers
4 lessons
A full 45 minutes on one project you already built, judged on technical depth as much as business impact. We'll show you how to pick the right project, structure your slides, and answer the follow-ups interviewers use to stump you.
What are FDE Project Deep Dives?\ \ Free How to Choose Your Project How to Prepare Your Project Presentation Tips From Interviewers
Take-Home Assignments for Forward Deployed Engineers
Coming soon
Ace both the take-home and the presentation with our guide. Get guidance on when and how to use AI to enhance your work, plus the inside scoop on take-home assignments at popular companies.
System Design Interviews
11 modules
71 lessons
32 videos
Learn how to answer the latest system design questions across product, infrastructure, and AI domains. Features in-depth video examples, written breakdowns, and helpful reference patterns. Watch senior engineers and managers answer these questions in mock interview videos.
Overview
5 lessons·1 video
Introduction to the System Design Interview\ \ Free \ \ How to Answer System Design Interview Questions](/content/courses/forward-deployed-engineering/system-design-interviews/intro-architecture/index.html) The Must-Know System Design Patterns\ \ Free Rubric for System Design Interviews How to Use a Whiteboard in System Design Interviews\ \ Free
Read-Heavy Systems
6 lessons·4 videos
Read-Heavy Systems \ \ Design a URL Shortener](/content/courses/forward-deployed-engineering/system-design-interviews/url-shortener/index.html) \ \ Design Typeahead for Search Box](/content/courses/forward-deployed-engineering/system-design-interviews/design-typeahead-search-box/index.html) \ \ Design Instagram](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-instagram/index.html) \ \ Design Twitter](/content/courses/forward-deployed-engineering/system-design-interviews/design-twitter-video/index.html) Design the Reddit Homepage
Event-Driven Systems
4 lessons·3 videos
Event-Driven and Pub/Sub Architectures \ \ Design a Distributed Message Queue](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-a-distributed-message-queue/index.html) \ \ Design Webhook Delivery](/content/courses/forward-deployed-engineering/system-design-interviews/design-webhook-delivery/index.html) \ \ Design Uber Eats](/content/courses/forward-deployed-engineering/system-design-interviews/design-uber-eats/index.html)
Async Jobs and Workers
4 lessons·2 videos
Async Jobs and Workers \ \ Design a Web Crawler](/content/courses/forward-deployed-engineering/system-design-interviews/design-web-crawler/index.html) Design a Job Scheduler \ \ Design App that Downloads User Data](/content/courses/forward-deployed-engineering/system-design-interviews/design-app-downloads-user-data/index.html)
Distributed Data Storage & Partitioning
6 lessons·4 videos
Partitioned and Distributed Storage \ \ Design a Key Value Store](/content/courses/forward-deployed-engineering/system-design-interviews/design-key-value-store/index.html) \ \ Design a Rate Limiter](/content/courses/forward-deployed-engineering/system-design-interviews/design-rate-limiter/index.html) \ \ Design a Distributed LRU Cache](/content/courses/forward-deployed-engineering/system-design-interviews/design-a-distributed-lru-cache/index.html) \ \ Design Dropbox](/content/courses/forward-deployed-engineering/system-design-interviews/design-dropbox/index.html) Design Distributed Storage (S3)
Transactional Systems
4 lessons·3 videos
Transactional Systems \ \ Design Ticketmaster](/content/courses/forward-deployed-engineering/system-design-interviews/design-ticketmaster/index.html) \ \ Design a Hotel Booking System](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-a-hotel-booking-service/index.html) \ \ Design a Parking Garage](/content/courses/forward-deployed-engineering/system-design-interviews/design-parking-garage/index.html)
Batch Processing and Data Pipelines
6 lessons·4 videos
Batch Processing and Data Pipelines \ \ Design a Metrics and Logging Service](/content/courses/forward-deployed-engineering/system-design-interviews/design-metrics-logging/index.html) \ \ Design an Application Performance Monitoring System](/content/courses/forward-deployed-engineering/system-design-interviews/design-application-performance-monitoring-system/index.html) Design a Document Processing Pipeline \ \ Design Zillow](/content/courses/forward-deployed-engineering/system-design-interviews/design-zillow/index.html) \ \ Design a Weather App](/content/courses/forward-deployed-engineering/system-design-interviews/design-weather-app/index.html)
Real-Time and Collaborative Systems
6 lessons·4 videos
Real-Time and Collaborative Systems \ \ Design Facebook Messenger](/content/courses/forward-deployed-engineering/system-design-interviews/facebook-messenger-whatsapp/index.html) \ \ Design WhatsApp](/content/courses/forward-deployed-engineering/system-design-interviews/design-whatsapp/index.html) \ \ Design Chess.com](/content/courses/forward-deployed-engineering/system-design-interviews/design-chess-com/index.html) Design Slack \ \ Design Google Docs](/content/courses/forward-deployed-engineering/system-design-interviews/design-google-docs/index.html)
Media Streaming and Content Delivery
5 lessons·3 videos
Media Streaming and Content Delivery \ \ Design YouTube](/content/courses/forward-deployed-engineering/system-design-interviews/design-youtube/index.html) \ \ Design Netflix](/content/courses/forward-deployed-engineering/system-design-interviews/design-netflix/index.html) \ \ Design TikTok](/content/courses/forward-deployed-engineering/system-design-interviews/design-tiktok/index.html) Design Twitch
Agentic AI Systems
7 lessons·2 videos
Agentic AI Architectures \ \ Design an AI-Powered Customer Support System](/content/courses/forward-deployed-engineering/system-design-interviews/design-an-ai-powered-customer-support-system/index.html) \ \ Design ChatGPT](/content/courses/forward-deployed-engineering/system-design-interviews/design-chatgpt/index.html) File Uploader for AI Chat App Design an LLM Query Batching System Design Claude Code Design a Real-Time Voice AI
Appendix: System Design Concepts
18 lessons·2 videos
System Design Glossary Top Engineering Blogs Caching CDNs Web Protocol Questions \ \ APIs](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-apis/index.html) Load Balancing\ \ Free \ \ CAP Theorem](/content/courses/forward-deployed-engineering/system-design-interviews/cap-theorem/index.html) SQL vs. NoSQL Database Sharding Replication Consistent Hashing Asynchronous Processing Encryption Authentication and Authorization Cloud Architecture Availability Reliability
Software Engineering Coding Questions
15 modules
118 lessons
28 videos
Review fundamental SWE concepts to help you tackle programming problems with confidence. Master the key data structures and algorithms in a variety of real coding questions and expert videos.
Overview
6 lessons·5 videos
Tips for Acing Technical Coding Interviews \ \ Choosing the Right Language for Your Technical Interview](/content/courses/forward-deployed-engineering/swe-practice/choosing-the-right-language-for-your-technical-interview/index.html) \ \ Practice: Move Zeros to End of Array\ \ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/move-zeros-to-end-of-array-practice/index.html) \ \ Practice: Remove Duplicates in String\ \ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/remove-duplicates-in-string-practice/index.html) \ \ Practice: Contiguous Subarray Sum\ \ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/contiguous-subarray-sum-practice/index.html) \ \ Bonus: AI-Assisted Coding Round at Meta](/content/courses/forward-deployed-engineering/swe-practice/bonus-ai-assisted-coding-round-at-meta/index.html)
Fast Track
6 lessons·5 hr
In a rush? This is your minimum viable prep.
How to Prep for a Coding Interview Fast\ \ Free Arrays, Two Pointers, Stacks, and Sliding Window\ \ Free Binary Search, Heaps, and Intervals\ \ Free Linked Lists, Trees, and Tries\ \ Free Backtracking, Graphs, and DP\ \ Free How to Answer Any Coding Interview Question\ \ Free
Time & Space Complexity
4 lessons
Understanding Big O Notation Analyzing Time Complexity Analyzing Space Complexity Optimizing Your Algorithms
Coding Patterns
8 lessons
Introduction to Coding Patterns\ \ Free Two Pointer\ \ Free Prefix Sum Tortoise & Hare Sliding Window Two Pass Bit Manipulation Cyclic Sort
Arrays
12 lessons·5 videos
Arrays\ \ Free \ \ Move Zeros to End of Array\ \ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/move-zeros-to-end-of-array/index.html) \ \ Three Sum\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/three-sum/index.html) \ \ Merge Intervals\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/merge-intervals/index.html) Group Anagrams\ \ Medium \ \ Product of Array Except Self\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/product-of-array-except-self/index.html) Copy a Spiral Matrix\ \ Medium Maximum Subarray Sum\ \ Medium Container with Most Water\ \ Medium Task Scheduler\ \ Medium Trap Rain Water\ \ Hard \ \ Contiguous Subarray Sum\ \ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/contiguous-subarray-sum/index.html)
Hash Tables
6 lessons·1 video
Hash Tables Maximum Profit\ \ FreeEasy Difference of Arrays\ \ Easy Smallest Missing Integer\ \ Easy Two Sum\ \ Easy \ \ Boggle Board\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/boggle-board/index.html)
Searching & Sorting
8 lessons·1 video
Sorting Algorithms Binary Search Number Finder\ \ Easy Find the Duplicates\ \ Easy K-Messed Array Sort\ \ Medium \ \ Rotations in Circularly Sorted Array\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/rotations-in-circularly-sorted-array/index.html) Koko Eating Bananas\ \ Medium Find the Peak Element\ \ Medium
String Manipulation
9 lessons·3 videos
Most Common Words\ \ FreeEasy Valid Palindrome\ \ Easy Validate IP Address\ \ Medium Decrypt Message\ \ Medium \ \ Minimum Window Substring\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/minimum-window-substring/index.html) \ \ Serialize and Deserialize Strings\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/serialize-deserialize-strings/index.html) Longest Substring Without Repeat\ \ Medium \ \ Remove Duplicates in String\ \ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/remove-duplicates-in-string/index.html) Longest Palindromic Substring\ \ Medium
Graphs
9 lessons·3 videos
Graphs Graph Search Degrees of Friendship\ \ FreeEasy \ \ Sentence Similarity\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/sentence-similarity/index.html) \ \ Number of Islands\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/number-islands/index.html) Rotting Oranges\ \ Medium Course Schedule\ \ Medium \ \ Edit Distance\ \ Hard](/content/courses/forward-deployed-engineering/swe-practice/edit-distance/index.html) Redundant Connection\ \ Medium
Trees
9 lessons·1 video
Trees Balanced Tree\ \ Medium \ \ Diameter of a Tree\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/diameter-tree/index.html) Validate Binary Search Tree\ \ Medium Construct Binary Tree\ \ Medium Implement Trie\ \ Medium Lowest Common Ancestor of a Binary Tree\ \ Medium Find Largest Smaller BST Key\ \ FreeHard BST Successor Search\ \ FreeHard
Stacks & Queues
8 lessons·1 video
Stacks Queues Min Stack\ \ Medium Reverse a Sentence\ \ Easy Valid Parentheses\ \ Easy Daily Temperatures\ \ Medium Shortest Cell Path\ \ Medium \ \ Conversion Ratios\ \ Hard](/content/courses/forward-deployed-engineering/swe-practice/conversion-ratios/index.html)
Linked Lists
6 lessons·2 videos
Linked Lists Reverse Linked List\ \ Easy Linked List Cycle\ \ Easy \ \ Merge Sort Doubly Linked List\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/merge-sort-doubly-linked-list/index.html) \ \ Merge Linked Lists\ \ Hard](/content/courses/forward-deployed-engineering/swe-practice/merge-linked-lists/index.html) LRU Cache\ \ Hard
Heaps
5 lessons·2 videos
Heaps Find Largest Numbers\ \ Medium \ \ Buy and Sell Stock\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/buy-sell-stock/index.html) Find Median from Data Stream\ \ Hard \ \ Meta Onsite Coding Round (Kth Largest Element in an Array and Minimum Remove to Make Valid Parentheses)](/content/courses/forward-deployed-engineering/swe-practice/meta-onsite-coding-round-kth-largest-element-in-an-array-and-minimum-remove-to-make-valid-parentheses/index.html)
Recursion & Backtracking
12 lessons·2 videos
Recursion Fibonacci Numbers\ \ Easy \ \ Generate Parentheses\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/generate-parentheses/index.html) Subsets\ \ Medium Sales Path\ \ Medium Flatten a Dictionary\ \ Medium Build a Calculator\ \ FreeMedium Permutations\ \ Medium Combination Sum\ \ Medium \ \ Implement Promise.all()\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/implement-promiseall/index.html) Sudoku Solver\ \ Hard Build a Basic Regex Parser\ \ Hard
Dynamic Programming
10 lessons·2 videos
Dynamic Programming Climbing Stairs\ \ Easy Prime Numbers\ \ FreeMedium \ \ Knapsack Problem\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/knapsack-problem/index.html) List the Difference Between Two Strings\ \ Medium \ \ Target Sum\ \ Medium](/content/courses/forward-deployed-engineering/swe-practice/target-sum/index.html) Coin Change\ \ Medium Partition Equal Subset Sum\ \ Medium DNA Sequence\ \ Hard Unique Paths\ \ Medium
Generative AI Interviews
4 modules
16 lessons
Ace your interviews at AI-first and AI-powered companies. Learn to explain how Gen AI really works, where it fails, and how to use it responsibly. Understand how top tech companies build and deploy AI products and how generative AI works in production, from LLMs and RAG systems to real-world deployment.
Overview
5 lessons
Welcome to Exponent’s Generative AI Course\ \ Free What is Generative AI? Generative AI Glossary Top AI Companies to Work For\ \ Free What’s next in Generative AI?
Understanding Generative AI
6 lessons
How Gen AI Knowledge is Tested in Interviews\ \ Free How Generative AI Works (Without the Jargon) Generative AI and Hallucinations Generative AI and Security Generative AI Evaluation Bias, Fairness, and Responsible AI\ \ Coming soon
Using Generative AI
5 lessons
How Prompt Engineering is Tested in Interviews\ \ Coming soon How to Approach Prompt Engineering in Interviews How to Vibe Code in an Interview Walkthrough: AI Prototyping Retrieval-Augmented Generation
Mock Interviews
Coming soon
Get this course, plus everything Aced has to offer
Question database and community answers Get full access to our database of 3,000+ verified interview questions and browse by company, role, or interview stage. Post your answers and get community feedback.
Access all our company interview guides We'll walk you step-by-step through every part of the interview process, from the recruiting phone screen through the final round.
Join our members-only Slack community Connect with your peers in our 25,000-member strong Slack community. Ask questions, practice interviews, and make connections at top tech companies.
Mock interviews with AI and peers Practice real interview questions with unlimited mock interviews, including early access to our new AI interviewer.
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