{"id":5754,"date":"2025-12-24T07:25:02","date_gmt":"2025-12-24T07:25:02","guid":{"rendered":"https:\/\/jobright.ai\/blog\/?p=5754"},"modified":"2026-01-20T01:47:35","modified_gmt":"2026-01-20T01:47:35","slug":"openai-technical-interview-questions-2026-and-how-to-answer","status":"publish","type":"post","link":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/","title":{"rendered":"OpenAI Technical Interview Questions 2026 (and How to Answer)"},"content":{"rendered":"\n<p>No matter what role you&#8217;re applying for at OpenAI, the interview process is intense. As the company behind ChatGPT, GPT-4, and Sora, OpenAI sits at the epicenter of the AI revolution. With over <a href=\"https:\/\/www.interviewquery.com\/interview-guides\/openai\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">3,500 employees and $10 billion in revenue<\/mark><\/a>, they are scaling rapidly\u2014and they are looking for engineers who can build the future of AGI (Artificial General Intelligence).<\/p>\n\n\n\n<p>Getting a job here is notoriously difficult. The process is fast-paced, highly technical, and deeply focused on mission alignment. Unlike typical &#8220;LeetCode-style&#8221; interviews, OpenAI emphasizes <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\"><strong>practical engineering<\/strong>, <strong>bug-free code<\/strong><\/mark>, and <strong>safety mindset<\/strong>.<\/p>\n\n\n\n<p>Below, we\u2019ll go through the most common OpenAI interview questions and show you how to answer each one effectively.<\/p>\n\n\n\n<p>Here\u2019s what we\u2019ll cover:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc.png\" alt=\"\" class=\"wp-image-5783\" style=\"width:500px\" srcset=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc.png 1024w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc-300x300.png 300w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc-150x150.png 150w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc-768x768.png 768w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/Gemini_Generated_Image_ljqc5bljqc5bljqc-120x120.png 120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-top-5-openai-interview-questions\">1. Top 5 OpenAI Interview Questions<\/h3>\n\n\n\n<p>Based on reports from hundreds of candidates and insights from <a href=\"https:\/\/www.glassdoor.com\/Interview\/OpenAI-Interview-Questions-E2360288.htm\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Glassdoor<\/mark><\/a> and <a href=\"https:\/\/www.interviewquery.com\/interview-guides\/openai\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Interview Query<\/mark><\/a>, these are the 5 foundational questions you must be ready to answer.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-1-why-do-you-want-to-work-at-openai\">1.1 Why do you want to work at OpenAI?<\/h2>\n\n\n\n<p>This is the very first barrier. OpenAI is a mission-driven company dedicated to ensuring AGI benefits all of humanity. Interviewers need to know you are aligned with this specific goal, not just looking for a high salary or prestige.<\/p>\n\n\n\n<p><strong>How to answer this question:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Avoid generic answers like &#8220;I love ChatGPT.&#8221; Instead, focus on:<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Mission Alignment:<\/strong> Explicitly mention the goal of safe AGI.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Specific Technology:<\/strong> Discuss specific research papers (e.g., <a href=\"https:\/\/arxiv.org\/abs\/2001.08361\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Scaling Laws<\/mark><\/a> or <a href=\"https:\/\/openai.com\/research\/learning-from-human-preferences\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">RLHF<\/mark><\/a>) that excite you.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Safety &amp; Ethics:<\/strong> Show you care about the implications of what you build.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"647\" src=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/92d6c1b9-cece-43ae-a0db-1c6f318f2600.png\" alt=\"\" class=\"wp-image-5781\" style=\"width:500px\" srcset=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/92d6c1b9-cece-43ae-a0db-1c6f318f2600.png 1024w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/92d6c1b9-cece-43ae-a0db-1c6f318f2600-300x190.png 300w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/92d6c1b9-cece-43ae-a0db-1c6f318f2600-768x485.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong><em>Example answer:<\/em><\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>I\u2019ve followed OpenAI since the release of GPT-2, but what drives me to join now is the company&#8217;s unique approach to the &#8216;alignment problem.&#8217; In my current role, I work on backend scalability, but I want to apply those skills to systems where safety is a primary constraint, not just an afterthought. I was particularly impressed by the rigorous red-teaming process described in the GPT-4 system card. I want to contribute to the Superalignment team\u2019s efforts to build scalable oversight systems, ensuring that as our models get smarter, they remain helpful and harmless.<\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-2-tell-me-about-a-time-you-failed-at-work\">1.2 Tell me about a time you failed at work<\/h2>\n\n\n\n<p>OpenAI moves fast. Mistakes happen. The key indicator of success isn&#8217;t perfection; it&#8217;s how fast you learn and iterate. This question tests your humility, ownership, and ability to improve systems after a failure.<\/p>\n\n\n\n<p><strong>How to answer this question:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p> Use the <strong>SPSIL framework<\/strong> (Situation, Problem, Solution, Impact, Lessons) to structure your answer clearly.<\/p>\n<\/blockquote>\n\n\n\n<p><strong><em>Example answer:<\/em><\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Situation:<\/strong> &#8220;At my previous startup, I was responsible for deploying a new recommendation engine to production.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem:<\/strong> &#8220;I was so focused on model accuracy that I underestimated the inference latency under high load. When we rolled it out, the P99 latency spiked to 2 seconds, causing timeouts for 15% of users.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Solution:<\/strong> &#8220;I immediately rolled back the deployment. Then, I profiled the code and realized we were loading heavy feature vectors unnecessarily. I implemented a caching layer and optimized the feature fetch logic.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Impact:<\/strong> &#8220;We re-deployed two days later. Latency dropped to 200ms, and user engagement increased by 5%.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lessons:<\/strong> &#8220;I learned that in production ML systems, latency is a feature. Now, I always include load testing in my CI\/CD pipeline before any model hits production, ensuring we catch performance regressions early.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-3-what-is-your-favorite-ai-product-product-sense\">1.3 What is your favorite AI product? (Product Sense)<\/h2>\n\n\n\n<p>Even for engineering roles, OpenAI values &#8220;product sense.&#8221; They want engineers who understand how users interact with AI. This question tests your ability to critique and appreciate design, utility, and technical implementation.<\/p>\n\n\n\n<p><strong>How to answer this question:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>    Don&#8217;t just pick a product; analyze it. Discuss:<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>User Value:<\/strong> What problem does it solve?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Technical Complexity:<\/strong> What makes it hard to build?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Improvements:<\/strong> What would you change?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<p><strong><em>Example answer:<\/em><\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;My favorite recent AI product is actually GitHub Copilot. It solves the &#8216;blank page&#8217; problem for developers effectively. Technically, I appreciate how it handles context window limitations by intelligently selecting relevant snippets from open tabs, not just the current file. However, if I were improving it, I would focus on &#8216;project-wide awareness&#8217;\u2014allowing the model to index the entire repo dependency graph to understand how a change in one file affects a module defined elsewhere, reducing hallucinated function calls.&#8221;<\/p>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-4-implement-a-snapshotarray-practical-coding\">1.4 Implement a SnapshotArray (Practical Coding)<\/h2>\n\n\n\n<p>OpenAI&#8217;s coding interviews are often described as &#8220;practical.&#8221; Instead of abstract graph puzzles, you might be asked to implement a data structure or a utility class that mimics real-world needs (like version control or time-travel debugging).<\/p>\n\n\n\n<p><strong>The Question:<\/strong> Implement a <code>SnapshotArray<\/code> that supports the following operations:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><code>SnapshotArray(length)<\/code>: Initializes an array-like data structure with the given length. Initially, each element equals 0.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>set(index, val)<\/code>: Sets the element at the given index to be equal to val.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>snap()<\/code>: Takes a snapshot of the array and returns the snapshot ID: the total number of times we called snap() minus 1.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>get(index, snap_id)<\/code>: Returns the value at the given index, at the time we took the snapshot with the given snap_id.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<p><strong>How to answer this question:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Clarify:<\/strong> Ask about memory constraints. Should we optimize for fast <code>set<\/code>, fast <code>snap<\/code>, or fast <code>get<\/code>?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Na\u00efve Approach:<\/strong> Copy the whole array on every snap. (Too much memory).<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Optimized Approach:<\/strong> Store changes (deltas). Each index can hold a list of versions <code>[snap_id, value]<\/code>. When <code>get<\/code> is called, perform a binary search to find the correct value for that snapshot ID.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<p><strong><em>Example Code (Python):<\/em><\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import bisect\n\nclass SnapshotArray:\n    def __init__(self, length: int):\n        # List of lists. Each index stores tuples of (snap_id, value)\n        self.map = &#91;&#91;(0, 0)] for _ in range(length)]\n        self.snap_id = 0\n\n    def set(self, index: int, val: int) -&gt; None:\n        # If the last entry for this index has the current snap_id, update it\n        if self.map&#91;index]&#91;-1]&#91;0] == self.snap_id:\n            self.map&#91;index]&#91;-1] = (self.snap_id, val)\n        else:\n            # Otherwise, append a new version\n            self.map&#91;index].append((self.snap_id, val))\n\n    def snap(self) -&gt; int:\n        self.snap_id += 1\n        return self.snap_id - 1\n\n    def get(self, index: int, snap_id: int) -&gt; int:\n        history = self.map&#91;index]\n        # Binary search to find the right version\n        # We want the rightmost entry with ID &lt;= snap_id\n        i = bisect.bisect_right(history, (snap_id, float('inf')))\n        return history&#91;i - 1]&#91;1]<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-5-tell-me-about-a-time-you-dealt-with-conflict\">1.5 Tell me about a time you dealt with conflict<\/h2>\n\n\n\n<p>In a high-stakes research environment, engineers and researchers often disagree on priorities (e.g., &#8220;Ship this feature now&#8221; vs. &#8220;Run more safety evals&#8221;).<\/p>\n\n\n\n<p><strong>How to answer this question:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Focus on <strong>constructive conflict<\/strong>. Show how you used data or principles to resolve the disagreement, rather than personal arguments.<\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<p><strong><em>Example answer:<\/em><\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;I was working on a data pipeline where a researcher wanted to remove a filtering step to get more training data, but I was concerned about data quality and potential PII leakage. The conflict stalled progress. I proposed we run a small experiment: we trained two small models, one with the filter and one without. The metrics showed that while the unfiltered model saw more data, it hallucinated significantly more. Seeing the data, the researcher agreed to keep the filter, and we worked together to optimize the filter&#8217;s performance instead of removing it.&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-more-openai-interview-questions\">2. More OpenAI Interview Questions<\/h3>\n\n\n\n<p>We\u2019ve analyzed interview reports to categorize other common questions you might face.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-1-openai-coding-interview-questions\">2.1 OpenAI Coding Interview Questions<\/h2>\n\n\n\n<p>Coding rounds often focus on correctness and clean code over obscure algorithmic tricks. You are expected to write code that runs.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Decode String:<\/strong> Given an encoded string, return its decoded string. <a href=\"https:\/\/leetcode.com\/problems\/decode-string\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Solution on LeetCode<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Word Ladder:<\/strong> Find the shortest transformation sequence from a begin word to an end word. <a href=\"https:\/\/leetcode.com\/problems\/word-ladder\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Solution on LeetCode<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Design a File System:<\/strong> Create a class to create paths and set values. <a href=\"https:\/\/leetcode.com\/problems\/design-file-system\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">S<\/mark><\/a><a href=\"https:\/\/leetcode.com\/problems\/design-file-system\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">olution on LeetCode<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Robot Room Cleaner:<\/strong> Design an algorithm for a robot to clean a room with obstacles. <a href=\"https:\/\/leetcode.com\/problems\/robot-room-cleaner\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Solution (Premium)<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Game of Life:<\/strong> Implement Conway&#8217;s Game of Life (infinite board simulation is a common variation). <a href=\"https:\/\/leetcode.com\/problems\/game-of-life\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Solution on LeetCode<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Implement a KV Store:<\/strong> Often with transactional support or time-travel capabilities (similar to SnapshotArray).<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-2-system-design-amp-ml-systems\">2.2 System Design &amp; ML Systems<\/h2>\n\n\n\n<p>For Senior and Staff roles, system design is crucial. OpenAI focuses on <strong>large-scale distributed systems<\/strong>.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Design a Web Crawler:<\/strong> How to crawl billions of pages for training data? (Focus on deduplication, politeness, distributed queues).<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Design a Rate Limiter:<\/strong> Critical for API services like the OpenAI API.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Design a Vector Database:<\/strong> How to store and search billions of embeddings efficiently?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ML System Design:<\/strong> &#8220;Design a system to detect NSFW content in ChatGPT outputs.&#8221; Focus on data collection, model selection, latency requirements, and the feedback loop.<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-3-ml-amp-research-specific-questions\">2.3 ML &amp; Research Specific Questions<\/h2>\n\n\n\n<p>If you are applying for Research Engineer or Member of Technical Staff (MTS) roles, expect questions on the fundamentals of Deep Learning.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Transformers:<\/strong> Explain the Attention mechanism in detail. What is the complexity of self-attention?<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Training Dynamics:<\/strong> How do you handle vanishing gradients? Explain the difference between Batch Norm and Layer Norm.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scaling:<\/strong> How would you train a model that doesn&#8217;t fit on a single GPU? (Discuss Data Parallelism vs. Model Parallelism\/Sharding).<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Debugging:<\/strong> &#8220;Here is a PyTorch script that isn&#8217;t converging. Find the bugs.&#8221; (Common bugs: forgot <code>optimizer.zero_grad()<\/code>, incorrect loss function, untracked tensors).<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-4-recent-case-studies-2026\">2.4 Recent Case Studies (2026)<\/h2>\n\n\n\n<p>We&#8217;ve gathered real interview questions reported by candidates who interviewed at OpenAI in 2026, providing valuable insights into current interview trends.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-4-1-case-study-1-key-value-store-implementation\">2.4.1 Case Study 1: Key-Value Store Implementation<\/h2>\n\n\n\n<p>Candidates were asked to implement a complete key-value store from scratch with <code>get()<\/code> and <code>put()<\/code> operations. The interviewer expected clean code, proper error handling, and discussion of trade-offs (memory vs. speed). Some variations included adding time-based versioning (similar to SnapshotArray) or transactional support.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Key Focus:<\/strong> Code quality, API design, and ability to discuss scalability considerations<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resources:<\/strong> <a href=\"https:\/\/www.systemdesignhandbook.com\/guides\/design-a-key-value-store\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">System Design Guide: KV Store<\/mark><\/a>, <a href=\"https:\/\/leetcode.com\/problems\/time-based-key-value-store\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">LeetCode: Time-Based Key-Value Stor<\/mark><\/a><a href=\"https:\/\/leetcode.com\/problems\/time-based-key-value-store\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">e<\/mark><\/a><\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-4-2-case-study-2-enterprise-rag-system-design\">2.4.2 Case Study 2: Enterprise RAG System Design<\/h2>\n\n\n\n<p>&#8220;Design a system that allows employees to ask questions about internal company documents.&#8221; This is a Retrieval-Augmented Generation (RAG) problem. The interviewer was particularly interested in the ML components: choice of embedding models (e.g., OpenAI&#8217;s text-embedding-ada-002 vs open-source alternatives), vector database selection (Pinecone, Weaviate, or Chroma), chunking strategies, and retrieval accuracy.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Key Focus:<\/strong> ML system design, understanding of embeddings, vector search, and how to prevent hallucinations<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resources:<\/strong> <a href=\"https:\/\/skphd.medium.com\/rag-system-design-interview-questions-and-answers-6c0b2865062e\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">RAG Interview Questions<\/mark><\/a><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">, <\/mark><a href=\"https:\/\/aws.amazon.com\/what-is\/retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">AWS: What is RAG?<\/mark><\/a><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">, <\/mark><a href=\"https:\/\/developer.nvidia.com\/blog\/rag-101-retrieval-augmented-generation-questions-answered\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">NVIDIA RAG 101<\/mark><\/a><\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-4-3-case-study-3-toy-language-interpreter-75-minute\">2.4.3 Case Study 3: Toy Language Interpreter (75-minute)<\/h2>\n\n\n\n<p>For Research Engineer and ML Engineer candidates, a 75-minute coding session to build a simple interpreter for a toy programming language. The language typically supports variables, basic arithmetic, assignments, and simple control flow (if statements, loops). Candidates must implement lexing, parsing, and execution.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Key Focus:<\/strong> Compiler theory basics, clean code organization, and ability to build a complete system under time pressure<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resources:<\/strong> <a href=\"https:\/\/craftinginterpreters.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Crafting Interpreters (Free Book)<\/mark><\/a>, <a href=\"https:\/\/blog.miguelgrinberg.com\/post\/building-a-toy-programming-language-in-python\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Building an Interpreter in Python<\/mark><\/a><\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><strong>How to Answer:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Break the problem down into three distinct stages. Explain this structure to your interviewer before you start coding.<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Lexer (Tokenizer):<\/strong> &#8220;First, I&#8217;ll write a <code>Lexer<\/code>. Its job is to take the raw source code string and convert it into a list of tokens. For example, <code>x = 10 + 5;<\/code> becomes <code>[IDENTIFIER('x'), EQUALS, NUMBER(10), PLUS, NUMBER(5), SEMICOLON]<\/code>.&#8221; You can use regular expressions for this.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Parser:<\/strong> &#8220;Next, I&#8217;ll build a <code>Parser<\/code> that consumes the token stream from the lexer. I will use a <strong>recursive descent<\/strong> approach. It will produce an Abstract Syntax Tree (AST), which is a tree-like data structure that represents the code&#8217;s structure. For <code>10 + 5<\/code>, the AST would be a <code>BinaryOp<\/code> node with <code>+<\/code> as the operator and two <code>NumberLiteral<\/code> children.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Evaluator (Interpreter):<\/strong> &#8220;Finally, I&#8217;ll write an <code>Evaluator<\/code> (or an <code>eval<\/code> method on the AST nodes themselves). This component will recursively &#8216;walk&#8217; the AST and calculate the result. It needs an <code>Environment<\/code> object (a hash map) to store variable states (<code>{'x': 15}<\/code>). When it encounters a <code>BinaryOp<\/code> node, it first evaluates the left and right children, then applies the operator.&#8221;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resources:<\/strong> <a href=\"https:\/\/craftinginterpreters.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Crafting Interpreters (Free Book)<\/mark><\/a>, <a href=\"https:\/\/blog.miguelgrinberg.com\/post\/building-a-toy-programming-language-in-python\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Building an Interpreter in Python<\/mark><\/a>, <a href=\"https:\/\/ruslanspivak.com\/lsbasi-part1\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Let&#8217;s Build A Simple Interpreter (Ruslan Spivak)<\/mark><\/a>, <a href=\"https:\/\/www.geeksforgeeks.org\/recursive-descent-parser\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Recursive Descent Parsing (Tutorial)<\/mark><\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-4-4-case-study-4-probability-and-statistical-reasoning\">2.4.4 Case Study 4: Probability and Statistical Reasoning<\/h2>\n\n\n\n<p>Several candidates reported probability-based puzzles and brain teasers, especially for ML\/Research roles. Examples include: calculating conditional probabilities in real-world scenarios (e.g., disease testing), understanding Bayesian inference, expected value calculations, and reasoning about distributions. These questions test whether you can think probabilistically, a critical skill for ML research.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Key Focus:<\/strong> Probability fundamentals, Bayes&#8217; theorem, conditional probability, and ability to explain reasoning clearly<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Resources:<\/strong> <a href=\"https:\/\/www.interviewquery.com\/p\/probability-interview-questions\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">InterviewQuery: Probability Questions<\/mark><\/a>, <a href=\"https:\/\/medium.com\/double-pointer\/top-probability-questions-for-machine-learning-interviews-540c95ae1214\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">ML Probability Interview Prep<\/mark><\/a><\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>How to Answer:<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p>When faced with a conditional probability problem, immediately think of Bayes&#8217; Theorem. Talk through your steps clearly.<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 1: <strong>Example Problem:<\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li>A model has a 99% accuracy in detecting spam (true positive rate). However, it has a 2% false positive rate (flags a non-spam email as spam). If only 10% of all emails are actually spam, what is the probability that an email flagged as spam is actually spam?<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 2: <strong>Solution Walkthrough:<\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li><strong>Define Events:<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>S<\/code>: The email is Spam.<\/li>\n\n\n\n<li><code>F<\/code>: The email is Flagged as spam.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>State the Knowns (from the problem):<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>P(S)<\/code> = 0.10 (Prior probability of an email being spam)<\/li>\n\n\n\n<li><code>P(not S)<\/code> = 1 &#8211; 0.10 = 0.90<\/li>\n\n\n\n<li><code>P(F|S)<\/code> = 0.99 (Probability of flagging, given it&#8217;s spam &#8211; True Positive Rate)<\/li>\n\n\n\n<li><code>P(F|not S)<\/code> = 0.02 (Probability of flagging, given it&#8217;s not spam &#8211; False Positive Rate)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>State the Goal:<\/strong> \n<ul class=\"wp-block-list\">\n<li>We want to find <code>P(S|F)<\/code> (Probability it&#8217;s spam, given it was flagged).<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Apply Bayes&#8217; Theorem:<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>P(S|F) = [P(F|S) * P(S)] \/ P(F)<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Calculate the Denominator, P(F):<\/strong>\n<ul class=\"wp-block-list\">\n<li>We use the Law of Total Probability. An email can be flagged if it&#8217;s spam OR if it&#8217;s not spam.\n<ul class=\"wp-block-list\">\n<li><code>P(F) = P(F|S) * P(S) + P(F|not S) * P(not S)<\/code><\/li>\n\n\n\n<li><code>P(F) = (0.99 * 0.10) + (0.02 * 0.90)<\/code><\/li>\n\n\n\n<li><code>P(F) = 0.099 + 0.018 = 0.117<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Calculate the Final Answer:<\/strong>\n<ul class=\"wp-block-list\">\n<li><code>P(S|F) = (0.99 * 0.10) \/ 0.117<\/code><\/li>\n\n\n\n<li><code>P(S|F) = 0.099 \/ 0.117 \u2248 0.846<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Final Statement:<\/strong>\n<ul class=\"wp-block-list\">\n<li>There is an 84.6% chance that an email flagged by this model is actually spam, even though the model is 99% accurate. This shows how a low base rate can significantly affect the real-world performance.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 3: <strong>Resources:<\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interviewquery.com\/p\/probability-interview-questions\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">InterviewQuery: Probability Questions<\/mark><\/a>, <a href=\"https:\/\/medium.com\/double-pointer\/top-probability-questions-for-machine-learning-interviews-540c95ae1214\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">ML Probability Interview Prep<\/mark><\/a>, <a href=\"https:\/\/www.mathsisfun.com\/data\/bayes-theorem.html\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Bayes&#8217; Theorem with a Real-World Example<\/mark><\/a>, <a href=\"https:\/\/www.youtube.com\/watch?v=HZGCoVF3YvM\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">3Blue1Brown: Bayes Theorem<\/mark><\/a><\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<p>\ud83d\udca1 <strong>Key Takeaway:<\/strong> OpenAI interviews in 2026 continue to emphasize practical engineering skills, ML systems understanding, and strong fundamentals. Unlike traditional FAANG interviews, expect less emphasis on obscure algorithms and more focus on building real systems.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-how-to-prepare-for-an-openai-interview\">3. How to prepare for an OpenAI interview<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-1-interview-process\">3.1 Interview Process<\/h2>\n\n\n\n<p>The process typically follows these steps:<\/p>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 1: <strong><strong>Recruiter Screen:<\/strong><\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li>High-level fit, interest in OpenAI, and resume walk-through.<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 2: <strong><strong>Technical Screen (1 hour):<\/strong><\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li>Usually a practical coding problem via CoderPad. You might need to implement a small feature or fix a buggy class. Tip: They often run your code against test cases, so test-driven development helps.<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Step 3: <strong><strong>Virtual Onsite (4-6 hours):<\/strong><\/strong><\/strong><\/summary>\n<ul class=\"wp-block-list\">\n<li><strong>Practical Coding:<\/strong> 1-2 rounds.<\/li>\n\n\n\n<li><strong>System Design:<\/strong> 1 round (Standard or ML-focused).<\/li>\n\n\n\n<li><strong>Behavioral \/ Culture Fit:<\/strong> Deep dive into your past projects and alignment with OpenAI\u2019s values.<\/li>\n\n\n\n<li><strong>Research\/ML (Role dependent):<\/strong> Reading a paper and discussing it, or deep-dive ML theory.<\/li>\n<\/ul>\n<\/details>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-2-actionable-preparation-tips\">3.2 Actionable Preparation Tips<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li><strong>Read the Papers:<\/strong> Familiarize yourself with <a href=\"https:\/\/openai.com\/research\/gpt-4\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">GPT-4 Technical Report<\/mark><\/a> and <a href=\"https:\/\/openai.com\/research\/instruction-following\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">InstructGPT<\/mark><\/a>.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Code in Python:<\/strong> It is the standard language of AI. Be comfortable with <code>numpy<\/code> and standard libraries.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Practice &#8220;Practical&#8221; Problems:<\/strong> Don&#8217;t just grind Dynamic Programming. Practice implementing classes, handling edge cases, and writing clean, readable code.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-openai-interview-faqs\">4. OpenAI Interview FAQs<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-1-how-hard-are-openai-interviews\">4.1 How hard are OpenAI interviews?<\/h2>\n\n\n\n<p>They are considered <strong>harder than typical FAANG interviews<\/strong>. While Google or Meta might focus on standard algorithms, OpenAI often presents ambiguous, open-ended engineering problems that require high autonomy. The acceptance rate is extremely low, often cited around 0.5% &#8211; 1%.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-2-is-it-all-leetcode\">4.2 Is it all LeetCode?<\/h2>\n\n\n\n<p>No. While algorithmic fluency is required, many candidates report &#8220;Practical Engineering&#8221; rounds where they had to interact with an API, parse a log file, or debug a broken system. The goal is to simulate a real day at work.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-3-do-i-need-a-phd\">4.3 Do I need a PhD?<\/h2>\n\n\n\n<p>For Research Scientist roles, a PhD or equivalent track record (published papers in NeurIPS, ICML) is often expected. However, for <strong>Research Engineer<\/strong> or <strong>Software Engineer<\/strong> roles, a PhD is <em>not<\/em> required. Strong engineering skills and a solid intuition for ML systems are valued more than academic credentials for these roles.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-practice-strategy\">5. Practice Strategy<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-1-master-the-fundamentals\">5.1 Master the Fundamentals<\/h2>\n\n\n\n<p>Before scheduling your interview, ensure you can write a working <code>LRU Cache<\/code>, <code>Rate Limiter<\/code>, or <code>Concurrent Queue<\/code> from scratch in Python without looking up syntax.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-2-mock-interviews-with-peers\">5.2 Mock Interviews with Peers<\/h2>\n\n\n\n<p>Practice explaining your thought process out loud. OpenAI interviewers look for <strong>collaboration<\/strong>. Treat the interviewer as a coworker solving a problem with you.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-3-focus-on-communication\">5.3 Focus on Communication<\/h2>\n\n\n\n<p>When you get stuck, don&#8217;t stay silent. Say: &#8220;I&#8217;m thinking of using a Hash Map here to optimize lookup, but the trade-off is memory usage.&#8221; This shows engineering maturity.<\/p>\n\n\n\n<p>Ready to prepare? Check out OpenAI&#8217;s <a href=\"https:\/\/openai.com\/research\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Research<\/mark><\/a> page to get inspired by their latest work. <\/p>\n\n\n\n<p>Good luck!<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. Accelerate Your OpenAI Job Search with Jobright.ai<\/h3>\n\n\n\n<p>Landing a role at a pioneering company like OpenAI requires more than just technical skill; it demands a strategic approach to find the right opportunity. While this guide prepares you for the interview, a platform like&nbsp;<a href=\"https:\/\/jobright.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Jobright.ai<\/mark><\/a>&nbsp;gives you a crucial advantage in the job search itself.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-1024x588.png\" alt=\"\" class=\"wp-image-5790\" style=\"width:500px\" srcset=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-1024x588.png 1024w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-300x172.png 300w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-768x441.png 768w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-1536x882.png 1536w, https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/image-45-2048x1176.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-1-get-personalized-job-recommendations\">6.1 Get Personalized Job Recommendations<\/h2>\n\n\n\n<p>Instead of manually sifting through listings,&nbsp;<a href=\"https:\/\/jobright.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">J<\/mark><\/a><a href=\"https:\/\/jobright.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">obright.ai<\/mark><\/a>&nbsp;learns from your profile to deliver tailored recommendations. Whether you&#8217;re targeting a Research Engineer, ML Engineer, or Software Engineer role, our platform identifies the best-fit&nbsp;<a href=\"https:\/\/jobright.ai\/company\/openai\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">OpenAI opportunities<\/mark><\/a>&nbsp;for your background.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-2-optimize-your-resume-amp-gain-team-insights\">6.2 Optimize Your Resume &amp; Gain Team Insights<\/h2>\n\n\n\n<p>Our AI analyzes specific OpenAI job descriptions to provide actionable insights on how to optimize your resume, significantly increasing your chances of passing the initial screen. You can also gain intelligence on specific teams, their projects (like GPT-4, DALL-E, Sora, and Superalignment), and their tech stacks, so you can go into interviews fully prepared.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-3-start-your-strategic-search-today\">6.3 Start Your Strategic Search Today<\/h2>\n\n\n\n<p>Combine the interview preparation strategies in this guide with an intelligent job search platform to maximize your chances of success. Your career at OpenAI starts with finding the right opportunity. Visit&nbsp;<a href=\"https:\/\/jobright.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">Jobright.ai<\/mark><\/a>&nbsp;now to start your AI-powered job search, get matched with curated opportunities, and track your progress toward landing your dream offer.<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.<\/p>\n","protected":false},"author":7,"featured_media":6350,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"cybocfi_hide_featured_image":"yes","footnotes":""},"categories":[1,4,5],"tags":[],"class_list":["post-5754","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-career","category-interview","category-job-search"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.6 (Yoast SEO v22.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>OpenAI Technical Interview Questions 2026 (and How to Answer)<\/title>\n<meta name=\"description\" content=\"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenAI Technical Interview Questions 2026 (and How to Answer)\" \/>\n<meta property=\"og:description\" content=\"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\" \/>\n<meta property=\"og:site_name\" content=\"Jobright Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/jobrightai\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-24T07:25:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-20T01:47:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Gigi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@jobrightai\" \/>\n<meta name=\"twitter:site\" content=\"@jobrightai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Gigi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\"},\"author\":{\"name\":\"Gigi\",\"@id\":\"https:\/\/jobright.ai\/blog\/#\/schema\/person\/480e97795d45ba538de37e1f69dd82d6\"},\"headline\":\"OpenAI Technical Interview Questions 2026 (and How to Answer)\",\"datePublished\":\"2025-12-24T07:25:02+00:00\",\"dateModified\":\"2026-01-20T01:47:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\"},\"wordCount\":2767,\"publisher\":{\"@id\":\"https:\/\/jobright.ai\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png\",\"articleSection\":[\"Career\",\"Interview\",\"Job Search\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\",\"url\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\",\"name\":\"OpenAI Technical Interview Questions 2026 (and How to Answer)\",\"isPartOf\":{\"@id\":\"https:\/\/jobright.ai\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png\",\"datePublished\":\"2025-12-24T07:25:02+00:00\",\"dateModified\":\"2026-01-20T01:47:35+00:00\",\"description\":\"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.\",\"breadcrumb\":{\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/jobright.ai\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"OpenAI Technical Interview Questions 2026 (and How to Answer)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/jobright.ai\/blog\/#website\",\"url\":\"https:\/\/jobright.ai\/blog\/\",\"name\":\"Jobright Blog\",\"description\":\"Guide of AI Job Search Co-Pilot\",\"publisher\":{\"@id\":\"https:\/\/jobright.ai\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/jobright.ai\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/jobright.ai\/blog\/#organization\",\"name\":\"Jobright Blog\",\"url\":\"https:\/\/jobright.ai\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/jobright.ai\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2024\/04\/bloglogo.webp\",\"contentUrl\":\"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2024\/04\/bloglogo.webp\",\"width\":272,\"height\":120,\"caption\":\"Jobright Blog\"},\"image\":{\"@id\":\"https:\/\/jobright.ai\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/jobrightai\",\"https:\/\/x.com\/jobrightai\",\"https:\/\/www.linkedin.com\/company\/jobright-ai\/\",\"https:\/\/www.instagram.com\/jobright.ai\",\"https:\/\/www.tiktok.com\/@jobright.ai\",\"https:\/\/www.youtube.com\/@jobrightai\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/jobright.ai\/blog\/#\/schema\/person\/480e97795d45ba538de37e1f69dd82d6\",\"name\":\"Gigi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/jobright.ai\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/5ae899ce7a1869b5566740a91d4de492e4d955cb3e6ac3b0f09416a3ff99f825?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/5ae899ce7a1869b5566740a91d4de492e4d955cb3e6ac3b0f09416a3ff99f825?s=96&d=mm&r=g\",\"caption\":\"Gigi\"},\"url\":\"https:\/\/jobright.ai\/blog\/author\/gigi\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"OpenAI Technical Interview Questions 2026 (and How to Answer)","description":"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/","og_locale":"en_US","og_type":"article","og_title":"OpenAI Technical Interview Questions 2026 (and How to Answer)","og_description":"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.","og_url":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/","og_site_name":"Jobright Blog","article_publisher":"https:\/\/www.facebook.com\/jobrightai","article_published_time":"2025-12-24T07:25:02+00:00","article_modified_time":"2026-01-20T01:47:35+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png","type":"image\/png"}],"author":"Gigi","twitter_card":"summary_large_image","twitter_creator":"@jobrightai","twitter_site":"@jobrightai","twitter_misc":{"Written by":"Gigi","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#article","isPartOf":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/"},"author":{"name":"Gigi","@id":"https:\/\/jobright.ai\/blog\/#\/schema\/person\/480e97795d45ba538de37e1f69dd82d6"},"headline":"OpenAI Technical Interview Questions 2026 (and How to Answer)","datePublished":"2025-12-24T07:25:02+00:00","dateModified":"2026-01-20T01:47:35+00:00","mainEntityOfPage":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/"},"wordCount":2767,"publisher":{"@id":"https:\/\/jobright.ai\/blog\/#organization"},"image":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage"},"thumbnailUrl":"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png","articleSection":["Career","Interview","Job Search"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/","url":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/","name":"OpenAI Technical Interview Questions 2026 (and How to Answer)","isPartOf":{"@id":"https:\/\/jobright.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage"},"image":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#primaryimage"},"thumbnailUrl":"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2025\/12\/LinkedIn-Python-Certification-15.png","datePublished":"2025-12-24T07:25:02+00:00","dateModified":"2026-01-20T01:47:35+00:00","description":"This article explains the OpenAI interview process, emphasizing strong engineering skills, clean code, and mission fit, and summarizes common questions and preparation tips to help candidates stand out.","breadcrumb":{"@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/jobright.ai\/blog\/openai-technical-interview-questions-2026-and-how-to-answer\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/jobright.ai\/blog\/"},{"@type":"ListItem","position":2,"name":"OpenAI Technical Interview Questions 2026 (and How to Answer)"}]},{"@type":"WebSite","@id":"https:\/\/jobright.ai\/blog\/#website","url":"https:\/\/jobright.ai\/blog\/","name":"Jobright Blog","description":"Guide of AI Job Search Co-Pilot","publisher":{"@id":"https:\/\/jobright.ai\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/jobright.ai\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/jobright.ai\/blog\/#organization","name":"Jobright Blog","url":"https:\/\/jobright.ai\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/jobright.ai\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2024\/04\/bloglogo.webp","contentUrl":"https:\/\/jobright.ai\/blog\/wp-content\/uploads\/2024\/04\/bloglogo.webp","width":272,"height":120,"caption":"Jobright Blog"},"image":{"@id":"https:\/\/jobright.ai\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/jobrightai","https:\/\/x.com\/jobrightai","https:\/\/www.linkedin.com\/company\/jobright-ai\/","https:\/\/www.instagram.com\/jobright.ai","https:\/\/www.tiktok.com\/@jobright.ai","https:\/\/www.youtube.com\/@jobrightai"]},{"@type":"Person","@id":"https:\/\/jobright.ai\/blog\/#\/schema\/person\/480e97795d45ba538de37e1f69dd82d6","name":"Gigi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/jobright.ai\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/5ae899ce7a1869b5566740a91d4de492e4d955cb3e6ac3b0f09416a3ff99f825?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5ae899ce7a1869b5566740a91d4de492e4d955cb3e6ac3b0f09416a3ff99f825?s=96&d=mm&r=g","caption":"Gigi"},"url":"https:\/\/jobright.ai\/blog\/author\/gigi\/"}]}},"_links":{"self":[{"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/posts\/5754","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/comments?post=5754"}],"version-history":[{"count":33,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/posts\/5754\/revisions"}],"predecessor-version":[{"id":6351,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/posts\/5754\/revisions\/6351"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/media\/6350"}],"wp:attachment":[{"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/media?parent=5754"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/categories?post=5754"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jobright.ai\/blog\/wp-json\/wp\/v2\/tags?post=5754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}