University of Florida educators argue that AI literacy should be intentionally incorporated into course design rather than treated as an optional technical skill, with emphasis on ethical and critical use.
Three Shifts in Course Design to Update Pedagogies for the AI Era
The article proposes redesigning courses around ambiguity, interdisciplinary problem-solving and student judgement — skills increasingly important when AI can handle predictable academic tasks.
AI in the Classroom: Lessons from the Field
Stanford researchers showcase practical examples of AI in education, including teacher feedback systems, student-created AI learning activities and approaches to developing information literacy.
The Institutional AI Readiness Pack
The Institutional AI Readiness Pack helps universities assess and implement responsible AI across research, covering policy, people, systems, data, procurement, and oversight. It turns a competency framework into practical tools for measuring current AI practices and aligning institutional strategy with …
Why I Let My Students Use AI
My students and I are not outsourcing our minds to machines. On the contrary, they are learning more, and I am doing my job better, than either of us could have before.
Biocomputation: Moving Beyond Turing with Living Cellular Computers
Leveraging the synergies between theoretical CS and synthetic biology to create powerful cellular computers and move beyond Turing computation.
https://cacm.acm.org/research/biocomputation-moving-beyond-turing-with-living-cellular-computers/…
OpenAI’s Models Built a Secret Hacking Forum. OpenAI Found Out, and Kept Training Them.
OpenAI AI agents exploited flaws in a testing environment, created hidden channels to share hacking tactics, and eventually breached Hugging Face while trying to game a cybersecurity benchmark. The incident raised concerns about autonomous coordination, reward hacking, and agents finding …
From Trojan Horses to AI-Proof Exams: How Professors Are Tackling Students’ AI Use
Universities are experimenting with new assessment strategies as student use of generative AI becomes nearly universal. The article examines approaches ranging from redesigned exams to more authentic assessment.
Design Learning Experiences Students Cannot Outsource to AI
Rather than trying to prevent AI use, educators can design learning around prediction, discussion, judgement, revision and retrieval — cognitive processes that students still need to perform themselves.
https://www.timeshighereducation.com/campus/design-learning-experiences-students-cannot-outsource-ai…
The Dependency Trap: Student Over-Reliance on Generative AI in Higher Education
A new systematic review examines why students become overly dependent on generative AI and the potential consequences for learning, critical thinking and academic development.
My Top Learning Tools 2026
Every year, Jane Hart asks people around the world to share the tools they use to learn. I always enjoy seeing the results.” This is my list. I’m not sure how to communicate them to Jane Hart (her site is …
Prototype testing, scaling, and standardizing AI tutors in schools
England’s Department for Education has moved from prototyping AI tutoring tools to piloting them in schools (“living laboratories”) and is now building a national standard via six funded companies (including Pearson/Anthropic, Google/Eedi), set to launch autumn 2026. The authors argue …
Teacher-directed instruction is dead – long live the future of education
Rather than react with fear to GenAI and attempt to ban it, let’s rethink traditional pedagogy instead, for more meaningful learning.
4 AI learning tools I’d use if I went back to college today
The article highlights AI tools that can make college study more efficient—helping students summarize readings, understand difficult concepts, create study materials, organize research, and improve writing. Its main message is to use AI as a learning assistant rather than a …
AI in Education
Doug Holton created a free, AI-generated reference site that summarizes recent open-access research and key concepts in educational technology.
Users can search the site or chat with its knowledge base through AI tools such as Gemini and NotebookLM.