A professor on Reddit built an elaborate trap for students: fake citations, trick questions, prompt injection. The post radiated smugness. The comments cheered.
Dr Sam Illingworth read that post and felt an urge to fix it. "We're educators, not cops." That single line runs through everything Sam builds — including the Integrity Debt Audit, a vibe-coded Streamlit tool that helps educators rethink assessment design in the age of AI.
This is Build with Attitude #5: how to product-think when AI builds at lightning speed.
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Originally published on Product with Attitude by Karo Zieminski.
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