
An AI Vulnerability Rubric for Your Assessments
Generative artificial intelligence has altered the assessment landscape in higher education. Large language models (LLMs) like ChatGPT, Claude, and Gemini can now generate essays, solve structured problems, summarize readings, and produce discussion posts that appear coherent and academically polished. AI detection tools are often unreliable, biased, and/or insufficient as integrity


