How would you improve AI-generated code?

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.

Quick Answer: 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.

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Jan 27, 2026, 12:00 AM
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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.

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