---
title: "Reviewing and Debugging AI-Generated Code & Vibe Coding Projects"
url: "https://michalak.world/posts/reviewing-and-debugging-ai-generated-code-and-vibe-coding-projects/"
description: "13+ Years as a Developer Consultant: Reviewing and Debugging AI-Generated Code & Vibe Coding Projects."
summary: "Reviewing and Debugging AI-Generated Code & Vibe Coding Projects."
date: 2025-05-04
lastmod: 2026-08-19
tags: ["Debuging","VibeCoding","AI Generated Code","Testing","Code Review","API"]
section: "posts"
author: "Michael Michalak"
site: "https://michalak.world/"
---

# Reviewing and Debugging AI-Generated Code & Vibe Coding Projects

13+ Years as a Developer Consultant: Reviewing and Debugging AI-Generated Code & Vibe Coding Projects.

AI-generated code is becoming increasingly common in modern development workflows. Tools like GitHub Copilot, ChatGPT, and Devin offer speed and convenience — suggesting functions, writing boilerplate, and even scaffolding full-featured modules. Meanwhile, "vibe coding" — a term capturing the flow-like collaboration between developers and AI — is redefining how we build software.

But here’s the truth: AI-generated code still needs review. And debugging AI-assisted code requires the same attention to detail (if not more) as hand-written code.

As a developer and technical consultant, here’s how I help teams **review, debug, and production-proof** AI-generated and vibe-coded projects.

---

## Reviewing the Logic Behind the Suggestions

AI tools can’t fully understand your business rules or long-term goals. That’s where I come in.

I walk through AI-generated code and check:
- Does this logic actually make sense for your use case?
- Are there edge cases that the AI didn’t consider?
- Is this code maintainable and scalable?

Code might *run*, but if it doesn’t serve your product, it's not helping.

---

## Identifying Bugs and Anti-Patterns

AI can introduce:
- Inefficient loops
- Deprecated API usage
- Hardcoded values or insecure patterns

I bring years of backend development and systems experience to recognize when code "looks right" but is quietly brittle. I test for:
### Input/output validation
- Missing type checks
- Lack of null checks or default values
- Unsanitized input
- Unsafe assumptions about structure or presence of fields  
### API misuse
- Incorrect HTTP method (e.g., using GET when POST is required)
- Missing Authorization headers
- Skipping proper content type (like application/json)
- Ignoring rate limits, error codes, or retries
- Misunderstanding request/response formats
### Runtime behavior under stress
- Can it handle large datasets without crashing?
- Are there memory leaks from infinite loops or unclosed streams?
- Does the code gracefully handle missing APIs or services?
- Is concurrency handled safely in async, fiber, or thread-based logic?
- Are timeouts, retries, and fail-safes properly implemented?

---

## Integrating Code into Real-World Environments

AI doesn’t know what your infrastructure looks like — I do.

When I review AI-generated code, I:
- Adapt it for your framework (Drupal, Node.js, Django, etc.)
- Ensure it works within your CI/CD pipeline
- Align it with your deployment strategy (serverless, containers, monoliths)

This turns raw code into something deployable.

---

## Writing Unit Tests for AI Code

AI often skips testing — I don’t.

For every feature or function generated, I help:
- Write meaningful unit and integration tests
- Mock dependencies properly
- Validate edge cases and error handling

This turns suggestions into **stable code**.

---

## Debugging Vibe Coding Projects in Real Time

Vibe coding isn’t just about code completion — it’s a development style where you work in rhythm with AI.

In these sessions, I help developers:
- Stay in flow while still being critical of the output
- Adjust prompts for better AI responses
- Step through and debug unexpected results on the fly

This is where **engineering and intuition meet**.

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## Final Thoughts

AI can assist — but it’s not a replacement for experience, context, and judgment.

If your team is exploring AI tools or building projects with vibe coding techniques, I can help ensure:
- Your code works as expected
- It's safe to deploy
- It aligns with your long-term vision

Let’s make sure your AI-enhanced development process doesn’t just move fast — but moves in the right direction.

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**Need help reviewing or debugging AI-generated code?**  
I offer code audits, hands-on development support, and dev team mentorship. Let’s connect.