Showing 1–1 of 1 results for author: Binkowski, K P

The University AI Didn't Replace -- Rethinking Universities in the AI Era

Authors: Karol P. Binkowski, Andrew Hopkins

Abstract: Generative artificial intelligence (AI) is reshaping higher education, yet many universities remain in early stages of adoption where AI innovation occurs informally and without institutional recognition. This paper presents a framework describing four levels of AI adoption in universities and illustrates these dynamics through a case study of AI-enabled curriculum initiatives in several units. We… ▽ More Generative artificial intelligence (AI) is reshaping higher education, yet many universities remain in early stages of adoption where AI innovation occurs informally and without institutional recognition. This paper presents a framework describing four levels of AI adoption in universities and illustrates these dynamics through a case study of AI-enabled curriculum initiatives in several units. We contend that the key institutional challenge is moving from isolated innovation to strategic integration, where universities redesign learning around AI-supported reasoning and align policies, workload models, and recognition systems to support educational transformation. △ Less

Submitted 7 July, 2026; v1 submitted 7 May, 2026; originally announced May 2026.

Comments: 8 pages, 1 figure. Position paper on Generative AI and the transition from isolated educational innovation to institutionally supported adoption in higher education