Using Vibe Coding to Simplify Science Fair Project Management
Reducing Stress One Milestone at a Time
What if an educator could build a custom science fair tracking system in a single afternoon without knowing how to code? At the 2026 SXSW EDU 2026 conference in Austin, TX, that future suddenly felt much closer than I expected.
One session in particular explored AI-assisted “vibe coding” workflows, demonstrating how people could rapidly build functional educational tools simply by describing what they wanted in plain English. For someone deeply immersed in rethinking science fairs for the AI era, the opportunities were immediate.
Prior to attending SXSW, I had already written in Saving Curiosity about how learning management systems like Google Classroom could help modernize science fair project management. Remembering deadlines, organizing milestones, tracking progress, and repeatedly reminding students to stay on schedule can be time-consuming for educators and parents alike. Science fair projects often struggle because the overall process can become overwhelming.
While attending SXSW, I had the opportunity to discuss this exact issue with members of the Google DeepMind team. I explained that I had been exploring an automated milestone-reminder workflow to reduce the tedious parts of project management for teachers while helping students stay organized without constant manual intervention.
Rather than teachers repeatedly sending reminders, an automated workflow could generate milestone schedules tied directly to the platforms students already use. One possible version of an automated science fair project tracker could begin with a teacher selecting a project timeline, with the system automatically calculating milestone deadlines for science fair checkpoints throughout the semester.
Through Guardian Summaries in Google Classroom, families can also automatically receive updates about upcoming milestones and assignments.
Each milestone assignment could include:
- A project checkpoint title
- Instructions for students
- An automatically generated due date
Teachers could then organize assignments under a dedicated “Science Fair” topic inside Google Classroom and schedule assignments to release gradually throughout the semester. The result is a more structured workflow that creates a better experience for everyone involved, helping students stay engaged while reducing repetitive administrative tasks for educators.
— Maharlika Connor, author of Saving Curiosity
Disclaimer: This article reflects independent educational concepts and workflow ideas inspired by publicly available tools and conference discussions. This project is not affiliated with or endorsed by Google LLC, Google DeepMind, or SXSW.
