Improve Tool / Image Recognition Model Training

Tech Deep DiveOpenAILast reported December 2025Medium Frequency
Reported
6× across candidate reports
First seen
May 2025
Last reported
December 2025
Reported outcome
mixed

Problem Overview

OpenAI has a product feature where users upload photos of real-world tools (e.g., hardware, equipment) and ask the model to identify them. Because the model has not been trained on many of these tool images, its predictions are often poor. Design a system to: (1) identify which images and model…

  • 4 candidate-reported follow-ups — the exact probes interviewers asked, with the trigger for each
  • The rest of the problem statement — full requirements, constraints, and edge cases
  • Approach and trade-offs — what passing candidates did, and the mistakes that sink people
Unlock the full OpenAI catalog
Full problem statements, candidate-reported follow-ups, and walkthroughs — for every OpenAI question.
Unlock with Pro
Already a member? Sign in
Verified Source
Every question is reconstructed from multiple independent candidate reports. Verbatim follow-ups, not invented ones.
Codex Fact-Checked
Technical claims, formulas, and scale numbers are reviewed against primary sources.
Interviewer Follow-ups
The exact follow-ups reported by candidates, with the trigger that prompts each one — plus the mistakes that sink people.
Is this helpful?