I'm feeling a bit lost with how I'm using AI coding tools like Copilot and ChatGPT. At first, everything seemed fantastic—faster coding, less repetitive work, fewer obstacles. However, over time, I've noticed some concerning trends in my projects:
- Logic often ends up where it shouldn't be.
- Files are starting to depend on layers that shouldn't be interacting.
- Small, seemingly harmless changes that keep piling up.
These issues aren't breaking my builds, and linters don't point them out, but the overall codebase feels messier than before. I currently deal with this by:
- Reviewing pull requests for issues.
- Leaving comments asking for structure adjustments.
- Planning to refactor later (which usually doesn't happen!).
I'm reaching out to see if this is how AI-assisted coding is meant to work, if I'm missing a better approach, or how experienced teams maintain their project architecture when incorporating AI tools. I'd really appreciate any advice on managing this situation since I feel like I'm always playing catch-up!
3 Answers
It sounds like you're putting too much faith in the AI tools without enough review. AI might produce code that compiles, but that doesn't mean it's well-structured. You need to make sure you’re closely reviewing the generated code and correcting any logic that doesn’t make sense. You have to own your code's quality and not just depend on what the AI suggests!
AI tools are cool but they really should just be there for quick prototyping where organization isn't key. When you start using them for everything, you risk the architecture of your project going downhill. It's up to you to keep the big picture in mind and ensure that the AI is working within boundaries you set up.
Exactly! Setting limits and keeping everything organized is crucial when you're using AI.
The issue with AI code generation is it doesn't always grasp the entire project context. If you notice your code becoming disorganized, you might be letting convenience get in the way of sound architecture. Having a clear design in place is essential; don't let the AI drive the ship too much. Make sure you're the one planning how everything fits together.
Totally agree! You can't let the AI do all the heavy lifting. It's about being engaged in the process.