Research brief
Assessment purpose
Oral defense is useful when final artifacts may be AI-assisted and instructors need evidence of reasoning, choices, and ownership.
Evidence signals
Signals include explanation quality, response to probing questions, transfer to a related case, and clarity about AI assistance.
Validity questions
Teams should define accommodations, scoring rubrics, question banks, and expectations for AI-use disclosure before deployment.