Module 2 of 2 in Validating AI-Generated Code

Reviewing AI-generated Code for iOS

Nov 5 2026, Swift 5, iOS 27, Xcode 27
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How this was made

AI can generate a working feature in minutes, but working isn’t the same as good. This module teaches you to close that gap through code review. You’ll build a practical seven category checklist and apply it by hand to a real SwiftUI app, then bring AI in as a second reviewer and weigh its findings against your own. You’ll finish by turning a single correction into a lasting project rule, so the same mistake doesn’t reappear in future output. By Mina H. Gerges.

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EXPERIENCE
Intermediate level
EST TIME TO COMPLETE
44 mins
CONTENT
3 lessons
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Module outcomes

  • Distinguish vibe coding from AI-augmented development, and explain why code review is what makes the difference.
  • Apply a repeatable review checklist to real AI-generated Swift/SwiftUI code.
  • Use AI as a second reviewer, prompting it from different perspectives, and judge its findings against your own.
  • Decide when to accept, reject, or investigate an AI-raised suggestion further.
  • Give AI corrective feedback and encode it durably as a project rule or skill, so mistakes don’t recur in future output.

Covered concepts

  • Vibe coding vs. AI-augmented development
  • Code review fundamentals for AI-generated code
  • Prompting AI for perspective-specific code review
  • Accepting, rejecting, and investigating AI review suggestions
  • CLAUDE.md project rules
  • Skill files for reusable review workflows

Module content

1
Human-in-the-Loop Code Review Lesson (19 mins)

Review the Tokens Dashboard app the way you’d review a teammate’s pull request. Apply a checklist covering seven categories by hand: correctness, architecture, performance, security, accessibility, testing, and maintainability. Then fix four real issues found in code generated by AI.

 Start
Module Introduction • Start Video · 1 min
Introduction Reading · 1 min
Human-in-the-Loop Code Review Reading · 16 mins
Conclusion Reading · 1 min
Quiz: Human-in-the-Loop Code Review 4 questions
2
Using AI to Improve the Review Lesson (15 mins)

Bring AI in as a second reviewer of the Tokens Dashboard app. Compare an unguided baseline prompt against a structured checklist guided prompt, then check both against the manual review from Lesson 1, deciding what to accept, reject, or investigate further.

 Start
Introduction • Start Reading · 1 min
Using AI to Improve the Review Video · 12 mins
Conclusion Reading · 2 mins
Quiz: Using AI to Improve the Review 4 questions
3
Teaching the AI to Improve Lesson (10 mins)

Learn how to make the standards and processes you built through review permanent — so every future AI generation follows your rules without being reminded.

 Start
Introduction • Start Reading · 1 min
Teaching the AI to Improve Video · 7 mins
Conclusion Reading · 2 mins
Quiz: Teaching the AI to Improve 4 questions

How this was made

Our AI policy
Words
Written by the author, AI-edited
Code
AI-generated, author-verified 1.3M · $3 · Claude Opus 4.8 · Oct 2026
Media
  • Illustrations: Illustrator
  • Voiceover: Author