Colleges are accelerating adoption of generative AI in administration and teaching, but researchers warn the tools can entrench existing assumptions and amplify leaders’ biases. Campus communications have grown longer and more defensive as AI systems echo their authors’ framings, according to reporting on institutional behavior. At the same time, emerging services that claim to autonomously complete course work inside learning management systems — examples branded as agentic 'Einstein' products — have surfaced, forcing universities to confront detection limits, academic‑integrity policy and the practicality of analog assessments. Faculty governance, grading practices and student‑work verification are now front‑line issues as institutions balance innovation with pedagogy and compliance.