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JohnNaguib's avatar
Nov 21, 2025

Your Guide to Debugging and Reviewing Copilot-Generated Code

The rise of AI coding assistants like GitHub Copilot has been a game-changer. It’s like having a hyper-efficient, incredibly well-read junior developer peering over your shoulder, offering code snippets and completing functions almost as fast as you can think. This boost in productivity is phenomenal—until a tricky bug crawls into a piece of AI-generated code, or a security vulnerability lurks undetected.

The truth is, while Copilot is an amazing accelerator, it is not a replacement for a developer’s critical thinking and review process. AI-generated code, for all its brilliance, is still code written by an engine trained on massive datasets, including the good, the bad, and the slightly outdated. You, the human developer, are the crucial “Human-in-the-Loop”—the final guardian of code quality, security, and logic.

This blog post is your essential guide to navigating this new landscape. We’ll lay out the best practices for debugging and reviewing code generated by your AI partner, ensuring you leverage its speed without compromising on quality or security.

 

https://dellenny.com/your-guide-to-debugging-and-reviewing-copilot-generated-code/

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