Interview Questions

Andy S. - "Functional requirements:\ Write a text query to the LGM through the API and get a generated answer;\ Provide context to the text query;\ For better conversation history handling, we leverage chat sessions. Questions:\ What is "sample" access? Is it access restricted by tokens/messages? Or by particular topic?\ Answer:\ I assume a "sample" means that Anthropic wants to give their secret model to specific companies to fix their own security bugs, with no restriction on tokens/messages/r"See full answer

Mr L. - "I have integrated AI into my daily workflow to improve productivity and reduce time spent on repetitive tasks. Some examples include: Code Development: I use AI to generate code snippets, troubleshoot issues, explain complex concepts, and speed up development tasks. Writing and Communication: AI helps me improve sentence structure, grammar, clarity, and tone when drafting emails, documentation, and reports. Learning and Research: I leverage AI to quickly understand new technolo"See full answer

Tim W. - "Clarify "What do you mean by favorite product? Are you thinking specifically hardware, software, or a feature within those, or something non-electronic? Dealer's Choice. "Are you asking why I love this product, or to explain why this product is a market leader independent of how i feel about it? Talk about why YOU love this product. Rephrase Question With all that in mind, i want to rephrase the question. "What is your favorite software product and what features in this product"See full answer

Aekagra S. - "To improve, we first need to understand the problems or opportunities for improvement that are currently present. Assumption: Potential improvement in the recommendation algorithm to make recommendations more pointed Current recommendations are not very specific. Users end up getting frustrated and move away from YouTube Potential improvement in the recommendation algorithm to make sure the user is not just bombarded with one set of videos, but gets varied recommendations to c"See full answer

Rishabh P. - "Step 1 — Clarifying questions (always start here) Before jumping to solutions, ask these three things: What type of product is it? Open-ended chatbot vs. task-oriented assistant? An open chatbot has the lowest risk appetite because the user can input anything. Assuming: it's a shopping assistant (like Rufus on Amazon). Is it stateful or stateless? A stateful chatbot stores memory across sessions, which makes PII handling critical. Assuming: Stateful What kind of safety are we"See full answer

Anonymous Aardvark - "Recently, I had to make a decision that I could automate a part of a process now and help the operations team reducing 9 hours of manual work to 60 minutes for one client. The second option was to fully automate the end to end process that would take 4 weeks of development, but fully automate the process and that could be rolled out across the board. The process was to change the member's paperless preference to paper when a sent email gets bounced 3 times in a row and inform her with a paper"See full answer

Anish G. - "How would you improve a water bottle? To start, I want to ask a few clarifying questions about this problem: Are there specific users you had in mind? Start with users: Lifestyle: People that think water bottles are fashionable and buy based off of social media trends, put stickers or decorate their water bottles, hydroflask users, stanley cup, owala Athelete: gatorade squeeze bottle easy quick hydration Traveler, hikers, backpackers: larger capacity nalgenes or durable plastic water bot"See full answer

Rama A. - "1. What is an LFU Cache? An LFU (Least Frequently Used) cache is a memory management system with a fixed capacity. It tracks how often items are accessed and evicts the least popular items when it runs out of space. It has one critical rule and one tie-breaker rule: The Core Rule: When the cache is full and you need to add a new item, you must kick out the item with the lowest access frequency. The Tie-Breaker (LRU): If multiple items share that same lowest frequency"See full answer

Kartikeya N. - "Clarifying questions: What is meant by abuse?: Fake, paid reviews Are we looking at any particular country ? : Global Have we seen an increase in the number of fake reviews on Amazon?: Yes Can we quantify the % of fake reviews and how much it has increased in the recent past?: Can’t divulge company data Lets first start with the Vision of Amazon. It is to be the world’s most customer centric company. That is a very lofty and high standards’ Vision. So the problem we are trying to s"See full answer

Jane D. - "My approach to dealing with difficult stakeholders has always been: Engage - Directly engage with the stakeholder, meet or chat Listen - Listen to what they have to say, patiently. Understand - Understand their POV, even if it is impossible at some times Ask - Ask clarifying questions. Why? When? What? Engage again - Keep them in the loop until there is closure For example, we were in the final stages of a very important, strategic project for our organization. I was leading th"See full answer

Joshua K. - "Constrain is the inbound link, so the solution is to download the file once and then distribute it internally, rather than having every machine hit that link independently. So this may call for a central staging node and p2p distribution (bit torrent style)"See full answer

Juan moises T. - "There are three stages in the React lifecycle: mount, update, and unmount. The mount stage runs once when the component is loaded on the page. The update stage runs whenever the data that passes to the component, like props or state, changes. Finally, the unmount stage runs when the component is removed from the page, a.k.a. the cleanup stage. The useEffect hook can be used to track these stages, and it runs once right after the mount stage; it updates based on the data passed to the dependency"See full answer

Hossam Q. - "I'm not even a Senior but If I'm in a managerial position. I would say not every bad or wrong behavior happen because the person is rude or not a good person. At the end We all are humans and making mistakes. The first thing I need to know is, Is that kind of behavior have happen occurred before since he joined the company or not, just to have an idea before talking any actions. Then the first actual action I would take is to sit with him 1:1 to do 2 things: Clarify the problem to him clear"See full answer

Nicola R. - "You shouldn't hire me if you're looking for someone to simply write code in large volumes without considering the bigger picture. I'm someone who thrives on solving root problems, building, cohesive systems, and ensuring stakeholder alignment. If the priority is speed over thoughtful analysis, I might not be the best fit. However, if you're looking for someone who can drive meaningful and scalable solutions, collaborate effectively, and contribute to long-term success, then I believe I'd bring s"See full answer

Ingrid Z. - "This is a fantastic question and one that comes up very often in behavioral rounds. When interviewers ask you to talk about something you built end to end without relying on others, they are not looking for a lone wolf who cannot collaborate. Instead, they are deeply testing your Ownership and trying to determine your engineering level. Here is how different levels typically approach this exact same question: Junior to Mid Level: Focuses on independently completing a well defined UI component"See full answer

Sreenisha S. - "Let me tell you about a time where a website I managed suddenly showed slow performance and the mistake on our side was it was unnoticed until a user reported the issue to management. As a PM for that project, I took full responsibility of the situation and worked with the engineering team to quickly resolve it. This mistake taught me the importance of focusing and monitoring non functional requirements as well in addition to new feature development /adoption where I was mostly spending my time"See full answer

Bhagyesh V. - "Clarifications: Borrowing and lending can refer to a wide range of things (goods, money, crypto etc.). What are we planning to allow users to borrow? (Answer: Money) Who is going to build this product (Answer: Meta) Who will they borrow it from? Does Meta plan to lend money or is it Peer 2 Peer? (Answer: P2P) What geography do we want to build it for? And are there any other constraints in terms of timelines and resources (_Answer: US first. No constraints. Timeline of 6-12"See full answer

Saketh reddy S. - "Understanding Reels – What It Is, Who Uses It, and What Problem It Solves What Is Reels? Reels is Meta’s short-form video platform embedded within Instagram and Facebook, designed to capture the rising demand for snackable video content and compete directly with TikTok and YouTube Shorts. Unlike Stories, which focus on temporary sharing, Reels is designed for entertainment, discoverability, and viral trends, making it a crucial driver for user engagement and creator monetization. Who Are the"See full answer

Siddharth R. - "IG already has a large user base. So the team would not need to look into acquire more people but enable new feature(s) for users to be more excited (which eventually would result in more people coming back more often). Facebook, as a company, strives to connect more people and help them have an amazing experience through interactions with their friends. This is the basic principle on which FB's various apps work on. So I would aim to build this feature with the overall vision of the company to"See full answer