I Built a Whole AI Grading App Because My Bio Professor Asked a Simple Question
December 16, 2025
TL, DR: My biology professor casually asked if anyone knew a smart way to grade research proposals using AI. While most people thought about prompting ChatGPT, I spent a few days building a full agent-based grading system for our class. It graded proposals with a rubric, clustered them by topic, evaluated feasibility, edited the writing, and even emailed grades and feedback automatically. I called it 201ai. Slightly unhinged, but it worked.