Changelog

What’s new in the AceOffer interview question catalog each month

Every month, AceOffer adds new interview questions reconstructed from new candidate reports, and refreshes existing questions when new reports change the follow-up patterns or canonical answer. This page lists what shipped each month. Catalog total: 151 questions across Anthropic and OpenAI — plus the free Waymo and Mercor catalogs and the xAI, Perplexity, Palantir, Harvey AI, Roblox, Zip, and Robinhood catalogs.

New company — September 2026

Robinhood joins the catalog: 46 questions reconstructed from 94 scraped threads spanning January 2025 to October 2026 — the densest company on the source forum so far. The anchor is the distributed job scheduler, reported more than 3x anything else and sometimes named on the phone-screen invite itself; all seven system-design questions ship with full breakdowns, and every coding question reported three or more times has a solution executed against its own test cases. Design rounds here grade correctness under failure— at-most-once execution, cancel-versus-fill races, worker crashes — and coding rounds run long: reports estimate 150–200 lines, graded on working code over elegant structure. The free preview is the service load-factor DAG round (frequency 14) with its follow-up ladder and tested solution. Included with any subscription.

New company — August 2026

Zip (ZipHQ) joins the catalog: 17 questions reconstructed from 33 candidate reports spanning February 2025 to July 2026, twelve of them with solutions executed against their own test cases. The loop is front-loaded: reports show candidates rejected at the phone screen more often than at the onsite, and there are frequently two phone screens — a LeetCode-style round, then a practical round inside an existing repository where you fill in business logic and write its unit tests. That practical round is the most-reported question here. The self-serve path is a 90-minute, four-level gated OA where each level’s tests must fully pass before the next unlocks; one candidate cleared three of four, scored 750/1000, and was still rejected. The free preview is an LRU cache debugging challenge whose two planted bugs cancel each other on the obvious test — fix only one and a passing case starts failing. Included with any subscription.

New company — August 2026

Roblox joins the catalog: 34 questionsreconstructed from 200+ candidate reports across 135 threads spanning February 2025 to August 2026 — the largest corpus here after the two AI labs, and the first non-AI company. Roblox’s question set is unusually concentrated: a sliding-window rate limiter at 29 reports and a most-frequent call-path problem at 22 account for roughly a third of everything reported. Both arrive as graded parts submitted one at a time, and in both the base problem is not what decides the round — the follow-up is. Two separate reports describe passing every visible test on the rate limiter and failing a hidden one for the same reason. The design round is most often like/unlike at scale or delayed payments, and reports reward naming the Redis key and the read and write queries over staying at box-and-arrow level. Included with any subscription.

New company — August 2026

Harvey AI joins the catalog: 9 questions reconstructed from 50+ candidate reports spanning March 2025 to August 2026. Harvey repeats itself more than any other company covered here — twelve of the fifty reports describe the question they were given as the known one from the forum. The phone screen draws from a small rotating set, most often the RAG citation / text-matching round, which at 23 reports is among the most-reported questions in the entire catalog; the onsite design round is almost always Google Drive-style storage with ACL or a RAG pipeline. Included with any subscription.

New company — August 2026

Palantir joins the catalog: 18 questions reconstructed from 28+ candidate reports spanning January 2025 to July 2026 — including the two rounds nothing else in the catalog covers: the Learning round, where the interviewer teaches you an unfamiliar system (a single-threaded package manager for SWE, Palantir’s internal SQL-like query language for FDSE) and asks you to extend it, and the open-ended Decomposition round. Candidate reports state directly that Palantir reuses its questions and splits them by track. Included with any subscription.

New company — August 2026

Mercor joins the catalog: 3 questions reconstructed from 14+ candidate reports — the distributed job-scheduler system-design round (seen for both Marketplace and Frontier Data MLE roles), the signature 3-part referral-network coding round with a harness-tested solution, and the faulty-comparator top-k algorithm round. Every Mercor question is free — no account required. More Mercor questions ship as new reports come in.

New company — July 2026

Perplexity joins the catalog: 8 questionsreconstructed from 29+ candidate reports — the OA-style multi-part coding rounds Perplexity is known for (in-memory Unix file system, an “Implement ToDo list for AI” task DAG with cascade failure, the stop-words streaming problem), the byte-tokenizer round, beam search, an expiring-credit tracker and a temporal key-value store with restore, plus a codex-fact-checked Design Mint.com system-design walkthrough, all with harness-tested solutions. The in-memory file system question is free — no account required.

New company — July 2026

xAI joins the catalog: 16 questions reconstructed from 80+ candidate reports — the staged in-memory database with nested transactions (reported 9 times), the complete 15-minute phone-screen script (reported 10 times), a lazy-refill rate-limiter walkthrough, the RAG pipeline design-plus-evaluation round, GPU node failure detection, a concurrent job scheduler, and harness-tested coding solutions throughout. The phone-screen guide and the in-memory database question are free — no account required.

New company — July 2026

Waymo joins the catalog: 28 questions reconstructed from 55+ candidate reports — real technical phone screens (BFS/graph, pure-Python data processing), AV-flavored system design (evaluation systems, inference at 100M DAU), six coding solutions, and full system-design walkthroughs. The entire Waymo catalog is free — no account required.

Latest refresh — September 2026

5 new questions and 61 questions refreshed with new candidate reports.

Disease/Epidemic Spreading Simulation+22ML Coding: MLP/RNN Forward/Backward Propagation+12Resumable List/File Iterator+11Transformer Debugging+9Distributed Machine Count (Tree Network)+8Two-Team Turn-Based Combat System+7File Deduplication+5Image Processing Pipeline+5In-Memory SQL / Database Implementation+5Web Crawler+4

How the monthly refresh works

  • New questions — added when at least two independent candidate reports describe the same question; one report alone is held as a draft until a second confirms.
  • Refreshed questions— existing questions are updated when a new candidate report introduces a new follow-up, edge case, or shifts the common-mistake pattern. The question’s last-reported date moves forward; history is preserved internally.
  • Retired questions— if a question hasn’t been reported in 12+ months, it’s flagged as ‘cold’ on the question card but stays in the catalog for reference.
  • Source quality gate — reports are auto-graded by an LLM for structure and detail before they qualify for the catalog.

September 2026

Refreshed (4)
Anthropic · 1
OpenAI · 3
  • Two-Team Turn-Based Combat System
  • System Design: Online IDE / Sandbox Cloud IDE
  • Chatbot / Bot Message Router Refactoring

August 2026

New questions (6)
Anthropic · 1
  • GPU Allocation for Mixed Large/Small Model Inference
OpenAI · 5
  • Power Grid Dispatch / Smart Device Command System Design
  • How Do You Use AI in Your Day-to-Day Work?
  • How Do You Handle Priority Changes?
  • Building a Terraform
  • Design AI Product Feature with Streaming, Rate Limiting, and Cost Control
Refreshed (37)
Anthropic · 15
OpenAI · 22

July 2026

New questions (2)
OpenAI · 2
  • Test Design
  • Grid Path Traversal with Constrained Jumps and Dynamic Scoring
Refreshed (17)
Anthropic · 8
OpenAI · 9
  • Toy Language: Type Inference and AST
  • System Design: ChatGPT / GPT Interactive Chat UI
  • ML Coding: MLP/RNN Forward/Backward Propagation
  • Entropy Calculation with Numerical Stability and Streaming
  • LLM Decoding Stopping Time / Probability Distributions
  • IP Address Account Registration / Fraud Detection
  • Rate Limiter Implementation
  • Human Annotation with High-Dimensional Input
  • Dynamic Human Labeling / Task Scheduling

June 2026

New questions (6)
Anthropic · 6
  • Claude Agent Loop with Multi-Step Tool Calling
  • Bootloader with Loop Detection
  • Open-ended Research Question (Take-home)
  • Debugging Exercise (OA Part ii)
  • Dataset Analysis with Cloud Capacity Management
  • Step-by-step Implementation (OA Part i)
Refreshed (6)
Anthropic · 2
  • Career Plan / Work Preferences
  • Stream Large File to Many Machines
OpenAI · 4
  • System Design: CI/CD Pipeline
  • Resumable List/File Iterator
  • Behavioral: Failed Project and Impact
  • Overlapping Key Range / Shard Rebalancing

May 2026

New questions (2)
OpenAI · 2
  • Matrix Cumulative Product with Hillis-Steele Scan
  • System Design - Real-time Sensor System (End-to-End)
Refreshed (10)
Anthropic · 2
  • File Systems OA (Multi-Part)
  • NumPy Debugging
OpenAI · 8
  • System Design: Slack
  • Classifier Training and Analysis
  • IP Address / CIDR Iterator
  • Novel Data Mining from Large Unlabeled Datasets
  • KV Cache Implementation for Inference
  • System Design: YouTube / Video Publishing & Streaming
  • Jetpack Compose / UI Components Implementation
  • Load Balancing with Multi-Tag Constraints

April 2026

New questions (9)
Anthropic · 3
  • System Design Doc Review
  • Sample-Aspect Double Descent Experiment Design
  • Amusement Park / Sharing System Product Design
OpenAI · 6
  • Entropy Calculation with Numerical Stability and Streaming
  • Text Editor (Buffer, Undo/Redo, Autocomplete, Collaboration)
  • AI Playground System Design
  • Load Balancing with Multi-Tag Constraints
  • FP8/BF16 Mixed Precision Training & Numerical Overflow
  • Coffee Shop Ordering System Design
Refreshed (8)
Anthropic · 3
  • Project Feasibility / Failure BQ
  • Recipe Manager
  • Data Batcher with Weighted Sampling
OpenAI · 5
  • NumPy Puzzle / Vectorization
  • Python Dependency Version Control
  • System Design: URL Shortener
  • File/Folder Deduplication and Navigation
  • Multiprocessing / Distributed Neural Network Debugging

March 2026

New questions (6)
Anthropic · 1
  • Open-Source AI Safety / Community Benefit Discussion
OpenAI · 5
  • Human Annotation with High-Dimensional Input
  • Dynamic Human Labeling / Task Scheduling
  • Multi-Shard Data Management Architecture
  • Implement ChatGPT-like React Interface with Streaming
  • ChatGPT Enterprise (Custom Company Data)
Refreshed (6)
Anthropic · 2
OpenAI · 4

February 2026

New questions (6)
Anthropic · 1
  • Stream Large File to Many Machines
OpenAI · 5
  • Design Sora / Video Generation Scheduling System
  • System Design: YouTube / Video Publishing & Streaming
  • Overlapping Key Range / Shard Rebalancing
  • GPU Infrastructure and Kubernetes
  • Project Ambiguity and Problem-Solving
Refreshed (5)
OpenAI · 5

January 2026

New questions (5)
Anthropic · 2
  • Task Management System
  • NumPy Debugging
OpenAI · 3
  • System Design: Online Chess Game
  • System Design: Online IDE / Sandbox Cloud IDE
  • Stock Trading System Design (Robinhood-like)

December 2025

New questions (5)
Anthropic · 1
  • Most Challenging Project (Recruiter Chat)
OpenAI · 4
  • Disease/Epidemic Spreading Simulation
  • Social Network Follower/Followee with Temporal Queries
  • LLM Decoding Stopping Time / Probability Distributions
  • ML System Design: Image Extraction from Chat Logs for New Concepts
Refreshed (4)
Anthropic · 3
  • VLIW / TPU / Kernel Optimization Assignment
  • Roofline Model Analysis
  • Consecutive Event / Sample Detection
OpenAI · 1
  • Improve Tool / Image Recognition Model Training

November 2025

New questions (15)
Anthropic · 2
  • Chat System Design (1-on-1)
  • Recipe Manager
OpenAI · 13
  • ML Coding: MLP/RNN Forward/Backward Propagation
  • Behavioral: Technical Depth / Hiring Manager Interview
  • System Design: Crossword / Puzzle Word Game Solver
  • NumPy Puzzle / Vectorization
  • System Design: URL Shortener
  • Rate Limiter Implementation
  • Recommendation & Search System Design
  • System Design: Image Sharing with Deduplication
  • Minimum Steps to Target Number via Modular Addition
  • How Do You Measure Success in 6 Months
  • Shortest Path in Tree Network Visiting All Task Nodes
  • ML Fundamentals (Oral)
  • Game of Life
Refreshed (1)
OpenAI · 1
  • SQL Coding Problem

October 2025

New questions (11)
Anthropic · 3
OpenAI · 8
  • Two-Team Turn-Based Combat System
  • Chatbot / Bot Message Router Refactoring
  • Jetpack Compose / UI Components Implementation
  • System Design: Calendar Application
  • Database Scaling for Notification System
  • Largest Sub-Grid in 2D Array
  • Shortest Path to Visit All Points on a Grid
  • System Design: OpenAI Platform
Refreshed (1)
OpenAI · 1
  • CD Directory Navigation

September 2025

New questions (8)
Anthropic · 3
OpenAI · 5
  • IP Address Account Registration / Fraud Detection
  • Behavioral: Greatest Achievement / Proudest Project
  • Behavioral: Learning from Failure
  • Design Functional Scalable Full-Stack Web App from Mockups
  • Large Model Deployment System Design

August 2025

New questions (4)
Anthropic · 2
  • ML Model Distribution / Deployment System Design
  • Consecutive Event / Sample Detection
OpenAI · 2
  • System Design: Place of Interest (POI) / Yelp Service
  • Binary Search / Version Search with Rate Limiting

July 2025

New questions (9)
Anthropic · 4
  • File Systems OA (Multi-Part)
  • Career Plan / Work Preferences
  • LLM-Based Binary Classifier Design
  • Attention Algorithm Implementation in PyTorch
OpenAI · 5
Refreshed (2)
Anthropic · 1
  • Neural Network Forward and Backward Pass Implementation
OpenAI · 1
  • ML Model Debugging

June 2025

New questions (3)
Anthropic · 1
OpenAI · 2
  • IP Address / CIDR Iterator
  • Behavioral: Failed Project and Impact

May 2025

New questions (16)
Anthropic · 5
  • In-Memory Database
  • Batch Inference System Design
  • Project Feasibility / Failure BQ
  • Roofline Model Analysis
  • Neural Network Forward and Backward Pass Implementation
OpenAI · 11
Refreshed (1)
OpenAI · 1
  • Bitwise Operations

April 2025

New questions (3)
Anthropic · 3
Refreshed (1)
OpenAI · 1
  • Excel Sheet Cell Dependencies and Cycle Detection

February 2025

New questions (16)
Anthropic · 5
OpenAI · 11

Preparing for one of these interviews?

Every question above is reconstructed from real candidate reports, with verbatim follow-ups and the mistakes that sink people.

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