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CS4530, Summer 2025

AI in the Group Project

Generative AI tools may be used for your code contributions to the group project, and for the flier you make to advertise your features.

The core policy is one I (Rob) believe reflects a least-common-denominator policy around AI usage in responsible software engineering contexts: you are responsible for the code you contribute to the project, and you are responsible for the code you review in the project. Telling a groupmate or course staff member “I don’t know, it’s what the AI produced” or “I don’t know, the AI said it made sense” is not in line with the minimal expectations of the course, and repeatedly failing to be accountable for the code you write or the code reviews you sign off on will result in failing the course.

— Rob

Changelog:

Where you’re more than welcome to use AI tools

Search and question-answering

While thinking a bit about your search query can help with locating authoritative sources (adding “mdn”, “docs”, or just adding profanity to a search query are three of my go-to approaches), there’s little question that search engine results today are dramatically less useful for the kind of questions that folks leaned on Stack Overflow to answer a decade ago. If you’re going to get a Google AI answer preview shoved down your throat anyway, you’re just as welcome to use ChatGPT.

Codebase navigation

In the first two individual projects, we wanted you to think about questions like “where should I add a new file to put the React code for Tic-Tac-Toe?” without generative AI tools; learning to navigate a codebase from scratch and with simple and predictable tools like right-click-go-to-definition is very powerful. For the final project, you can make your own choices.

What’s wrong with this code?

I firmly believe that there’s great value to being stuck solving a problem, but I also think there’s great value in learning to navigate Boston without GPS, and I certainly use GPS. Getting lost in code (or on the road) can cost a lot of time, and time is at a premium. Make your own choices here, but beware letting the chatbot lead you on wild goose chases if the first or second suggestion doesn’t nail the problem.

Where you should avoid generative AI tools

Don’t vibe code, please

Because you’re responsible for your code, I strongly recommend writing the first draft of code — where you go from a function’s signature to a first implementation — yourself. Tools should be used only to generate the smallest code components and to help you get details right.

Don’t avoid humans, please

Please do not use generative AI tools as a replacement for communicating with your teammates, pair programming, and learning from other humans.

Do your own reflections, assessments, and reports

The point of reflections is what happens in your brain, not in producing text that course staff gets to read.

Where your group should decide on your approach to AI as a team

The general theme here is “stuff that your group may not have expertise in, but that in the real world I implore you to seek out people with actual expertise rather than just vibe coding your way through it.”