AI doesn't write bad code. It writes plausible code — so I tried to break my own AI-built app

📰 Dev.to AI

Learn how to identify and break plausible but flawed code written by AI tools, and develop strategies to improve code quality

intermediate Published 17 Jun 2026
Action Steps
  1. Run an AI-powered code generation tool like create-microservices-app to generate a sample application
  2. Review the generated code and identify potential flaws or vulnerabilities
  3. Test the application using various inputs and scenarios to uncover errors
  4. Analyze the code's performance and security using tools like debuggers and vulnerability scanners
  5. Refactor the code to address identified issues and improve overall quality
Who Needs to Know This

Developers and DevOps teams working with AI-powered code generation tools can benefit from this lesson to ensure the reliability and security of their applications

Key Insight

💡 AI-generated code requires human review and testing to ensure reliability and security

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🚨 AI-generated code can be plausible but flawed! Learn how to identify and break it to improve code quality 💻

Key Takeaways

Learn how to identify and break plausible but flawed code written by AI tools, and develop strategies to improve code quality

Full Article

Disclosure: I work on one of the tools in this post ( create-microservices-app ). But the experiment, commands, and outputs below are real, and the pattern at the end works no matter what stack you're on — that's the part I actually want you to take. If you ship with Claude Code, Cursor, or Codex, you know the feeling. The agent gets you 70% of the way in minutes. It compiles. The diff looks reasonable. You merge it. <
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