How would you improve AI-generated code?

Read the full interview experience this question came from →

Quick Overview

This question evaluates software engineering competencies such as code review, correctness and edge-case reasoning, API design and readability, test strategy, maintainability and extensibility, and performance and failure-mode analysis within the Software Engineering Fundamentals domain.

How would you improve AI-generated code?

Company: Shopify

Role: Software Engineer

Category: Software Engineering Fundamentals

Difficulty: easy

Interview Round: Technical Screen

During a pair-programming interview, you wrote the rover simulator code using an AI coding assistant. The code works for the basic examples, but the interviewer asks: “Assume this code was largely generated by AI. What would you improve before shipping it?” Provide a structured code review plan and concrete improvements covering: - Correctness and edge cases - API design and readability - Test strategy - Maintainability/extensibility (e.g., multiple rovers, 3D) - Performance and failure modes (invalid inputs, boundaries, collisions) Be specific about what you would change and why.

Overview: This question evaluates software engineering competencies such as code review, correctness and edge-case reasoning, API design and readability, test strategy, maintainability and extensibility, and performance and failure-mode analysis within the Software Engineering Fundamentals domain.

Read the full Shopify Software Engineer interview experience this question came from

Shopify logo
Shopify
Jan 27, 2026
easySoftware EngineerTechnical ScreenSoftware Engineering Fundamentals
57
0

During a pair-programming interview, you wrote the rover simulator code using an AI coding assistant. The code works for the basic examples, but the interviewer asks:

“Assume this code was largely generated by AI. What would you improve before shipping it?”

Provide a structured code review plan and concrete improvements covering:

  • Correctness and edge cases
  • API design and readability
  • Test strategy
  • Maintainability/extensibility (e.g., multiple rovers, 3D)
  • Performance and failure modes (invalid inputs, boundaries, collisions)

Be specific about what you would change and why.