Researchers can win free access to powerful AI and still wait for their university to clear its use. This study examined ten public access programs and traced one campus process.
Zvi Mowshowitz examines reports that an AI model release was canceled over concerns about deceptive behavior and what the model was allowed to do. His piece is analysis, not an independent model audit.
In an interview, OpenAI research chief Mark Chen says the company now watches model training more closely and shifted some computing power to safety work. A faster alert after another incident is not proof that the safeguards contained it.
A study of C-programming work in one Purdue course found patterns linked to AI help among 45 percent of spring 2026 students. Those flags were tied to lower in-person exam scores. Neither link proves an individual cheated.
Interviews with 61 first-generation, low-income college students found barriers to deeper AI use even when chatbots were available. A clear first task and peer example may help, but this college study cannot tell us how often K-12 students use AI.
A learning study found incomplete activity logs and no measured gain in critical thinking. The authors warn that a student survey alone cannot show what learners did or learned.
A 14-person pilot asked learners to explain why they rejected an AI suggestion. Some statistics measures rose, but a standard critical-thinking score did not. The small sample limits broader claims.