Debug. Understand. Fix. Ship. | Solving a Real Spring Boot Bug with Codex 🚀

Pubblicato il: 05 giugno 2026
sul canale di: CodeSnippet
1,537
61

🚀 Most AI coding demos start with building a Todo App.

But real software engineering is very different.

We spend most of our time:
✅ Understanding unfamiliar codebases
✅ Debugging issues
✅ Reading logs and stack traces
✅ Finding root causes
✅ Validating fixes before shipping

In this video, I put Codex into a real developer workflow using a Spring Boot application inside VS Code.

Instead of generating code from scratch, Codex helps:

🔍 Understand the project architecture
🐛 Investigate a failing test
🧠 Reason about the root cause
🛠️ Implement a safe fix
✅ Validate the solution

The goal wasn't to see if Codex can write code.

The goal was to see how it performs inside a realistic engineering workflow.

Link - https://chatgpt.com/codex/?openaicom-...

📌 What you'll learn:

• How Codex integrates with VS Code
• Understanding an unfamiliar Spring Boot codebase
• Debugging a real application issue
• Using AI for root cause analysis
• Reviewing and validating AI-generated changes
• Best practices for working with coding agents

💡 Key Takeaway:

The biggest value of AI isn't generating code faster.

It's helping developers understand systems faster.

And once you understand the system, everything else becomes easier.


#Codex #OpenAI #SpringBoot #Java #SoftwareEngineering #BackendDevelopment #VSCode #Programming #Debugging #AIForDevelopers #JavaDeveloper #Microservices #CodeSnippet


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