AI-Assisted Coding Round: Build a Matching Feature in a Given Repo

Also reported as Receipt Upload Auto-Matching

Tech Deep DiveRampLast reported July 2026Medium Frequency

Problem Overview

A tech deep dive question, reconstructed from 5 candidate reports. Sign in to read the write-up.

1 candidate-reported follow-up — the probes candidates report being asked, with the trigger for each
The problem statement — full requirements, constraints, and edge cases
Approach and trade-offs — what passing candidates did, and the mistakes that sink people

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Verified Source

Every question is reconstructed from multiple independent candidate reports. Follow-ups candidates reported, not invented ones.

Codex Fact-Checked

Technical claims, formulas, and scale numbers are reviewed against primary sources.

Interviewer Follow-ups

The follow-ups candidates reported, with the trigger that prompts each one — plus the mistakes that sink people.