Interfacing with the Future: Reflections on the National Day of Learning 2026

April 1, 2026

On March 28, 2026, I had the pleasure of joining educators from across Canada for the National Day of Learning, hosted by Let’s Talk Science. This one-day, nation-wide professional learning event brought together K–12 teachers, post-secondary educators, and policy leaders to explore some of the most pressing issues shaping education today, with artificial intelligence high on the agenda.

I was invited to deliver a session titled “Interfacing with the Future: Wearable AI and Academic Integrity for K–12 and Higher Ed.” What follows are a few reflections and key ideas from that conversation, hosted by Dr. Alec Couros.

Moving into the Postplagiarism Era

One of the central ideas framing my talk is postplagiarism. In this reality, artificial intelligence is no longer an external tool that students occasionally use, but rather, it is embedded into everyday life and learning.

Students are already engaging with AI in ways that challenge traditional notions of authorship, originality, and academic work. The question is no longer if students will use AI, but how.

This shift requires a corresponding change in how we think about academic integrity. Detection and surveillance, long relied upon as primary strategies, are no longer sufficient. Instead, we must rethink how we design learning environments that foster integrity from the ground up.

From Tools to Wearables: How AI is Advancing

A key focus of my presentation was the rapid evolution from AI tools to AI wearables — particularly smart glasses and other forms of cosmetically invisible interfaces. The talk was based, in part, on our recent article in Canadian Perspectives on Academic Integrity

Wearable technologies integrate AI directly into our physical experience of the world. Rather than pulling out a device, users can access real-time information, transcription, and prompts seamlessly through their field of vision.

This shift introduces both opportunities and tensions:

  • Cognitive offloading: Learners can reduce mental load by accessing information instantly. (Phill Dawson has done some great work on cognitive offloading that I recommend reading.)
  • Enhanced presence: Wearables allow users to maintain eye contact and engagement without device distraction.
  • Efficiency gains: Tasks such as note-taking or translation can be automated in real time.

At the same time, these benefits come with real challenges including information overload, privacy concerns, and technical limitations. More importantly for educators, they fundamentally disrupt assumptions about what it means to “know” something independently.

New Technology ≠ Cheating

One of the most important messages I emphasized is this: new technology does not automatically equal academic misconduct.

If a tool is permitted, then its use is not cheating. The real issue lies in unauthorized use or misuse in ways that create unfair advantage. 

We must also remain attentive to equity and accessibility. Some wearable technologies may be used as accommodations, making it essential that our integrity policies are inclusive and nuanced rather than rigid and punitive.

Designing for Integrity (Not Surveillance)

Rather than doubling down on detection, I encourage educators to shift their focus toward designing for integrity.

This means:

  • Prioritizing assessment validity: If an AI system can complete a task without genuine understanding, then the task itself needs to be rethought.
  • Moving beyond “gotcha” approaches: Surveillance-based strategies erode trust and are increasingly ineffective.
  • Supporting diverse learners: Students bring different technological access, needs, and experiences. Our designs must reflect that.
  • Building a culture of integrity: Integrity is not enforced; it is cultivated through meaningful learning experiences.

Bridging K–12 and Post-Secondary Education

Another key theme was the gap between K–12 and post-secondary expectations.

In K–12 environments, students are often encouraged to explore technology as part of their learning. In contrast, post-secondary institutions frequently operate under the assumption that students already understand complex academic integrity rules.

As AI continues to evolve, this gap becomes more pronounced. We need stronger alignment across educational sectors to ensure that students are supported, rather than being set up for failure, as they transition between systems. (Myke Healy has a great paper on the topic of GenAI in the K-12 context that is worth reading.) 

Looking Ahead

If there is one takeaway from this experience, it is this: wearable AI is not a future scenario. It is already here.

As educators, we are being called to respond not with fear, but with thoughtful, research-informed approaches. The challenge is not simply to manage technology, but to reimagine teaching, learning, and assessment in ways that remain meaningful in an AI-integrated world.

Events like the National Day of Learning remind me of the power of community. Bringing educators together to share ideas, ask difficult questions, and explore new possibilities is essential as we navigate this rapidly changing landscape.

Thank you to Let’s Talk Science and to Dr. Alec Couros for the opportunity to be part of this important conversation, and to all the educators who continue to lead with curiosity, courage, and care.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


How AI Improved the Accessibility of my Slide Presentation with GenAI

February 17, 2026

I used Claude to help me improve the accessibility of a slide deck for an upcoming presentation. I uploaded the .pptx file and also uploaded a .pdf with instructions about how to make the slide deck compliant with accessibility standards.

I was not hopeful.

I asked Claude to revise the slide deck and provide an updated .pptx file that I could download. It did not work perfectly and some of the AltText was lost. So, I asked Claude to provide the AltTex for each slide and a detailed explanation of the changes. The result allowed me to make a few minor edits to a slide deck myself. The slides are now compliant with the organizational standards for a group I’ll be presenting to next week.

Ensuring slides are accessible has been an intimidating task for me in the past. I have always been afraid of “getting it wrong”. I would spend hours trying to figure out every detail (and things still would not be perfect).

In the end, I was satisfied with the results. Using AI for this has helped me to improve both my competence and confidence. The slides still may not be perfect, but they are better than they were… and better than I could have done on my own.

Have you tried using GenAI to help you improve the accessibility of your documents? If yes, what tips do you have?

______________

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Bibliography of Equity, Diversity, Inclusion, and Accessibility Resources for Academic Integrity

September 12, 2025

This week I did an invited presentation for the European Network for Academic Integrity (ENAI) Integrity for All Working Group.

As part of my presentation, I shared this bibliography of resources that I’ve worked on over the past several years on academic integrity as it relates to equity, diversity, inclusion, accessibility, and decolonization. These topics have become increasingly important to me over the past half decade and it is more important now than it ever has been to elevate the importance of these topics, along with human rights and social justice, when addressing matters of student conduct.

This bibliography contains a list of academic integrity articles, presentations, and resources that focus on these topics. 

I’ve done my best to prepare this list according to APA 7 conventions, but please forgive any errors.

I aim to make as much of my content open access. If there is anything on this list that you cannot access, please contact me directly and I’ll see what I can do.

______________

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity

August 25, 2025

As a new academic year begins here in the northern hemisphere, I’m worried. I am worried that equity-deserving students, including racialized and linguistic-minority students, disabled and neurodivergent students, and others from equity-deserving groups will fall through the cracks again this year.

Conversations about academic integrity often centre around detection and discipline. 

How many students will be accused of — and investigated for — academic cheating this year when what they actually needed was learning support? Or language support? Or just a clearer understanding of what academic integrity is and how to uphold it?

It doesn’t have to be this way.

Academic integrity is also about creating a learning environment grounded in fairness and opportunity for every student. Social justice, equity, inclusion, diversity, and accessibility shape how students experience integrity in real ways:

  • Equity reminds us that students enter the classroom with different levels of preparation and support.
  • Inclusion ensures every student can participate in learning and assessment.
  • Accessibility removes barriers that make it harder for some students to meet expectations.
Infographic entitled 'Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity.' It features four bullet points: Equity acknowledges varied student preparation and support; Inclusion promotes participation in learning and assessment; Accessibility removes barriers to meeting expectations; and a Social Justice lens reveals patterns in integrity breaches. An illustration of a balanced scale appears below the text. The poster is credited to Sarah Elaine Eaton, PhD, August 2025.

A social justice lens helps us see patterns in who is reported or penalized for breaches of integrity and why.

  • Here are some actions educators can take in the first month of classes to support student success:
  • Review course materials to ensure instructions and policies about integrity are written in plain, accessible language.
  • Dedicate class time to talking with students about what integrity looks like in your course and why it matters.
  • Share examples of proper citation and collaboration that are relevant to your discipline.
  • Make time for questions about assessments so students understand what is expected and where to find help.
  • Connect students early to campus supports such as writing centres, student services, and accessibility services.

This is just a start.

My point is this: Do not assume that students should just know what academic integrity means. Take the time to explain your expectations and policies. In order for students to follow the rules, they need to know what the rules are.

Academic integrity is not only about avoiding plagiarism or cheating. It is also about fostering trust and fairness so that all students have a fair chance to learn and succeed. The choices we make in the first few weeks of the term set the tone for the entire year.

What steps are you taking at the start of this new school year to build a more inclusive and equitable approach to academic integrity?

________________________

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Gemini Live: Breaking Educational Barriers with AI

April 19, 2025

Gemini Live is Google’s new conversational AI assistant that responds to voice commands in real-time. Unlike text-based interactions, Gemini Live allows for natural, flowing conversations. This voice-first approach opens new possibilities for accessibility in educational settings. It was released last month, and I just got around to trying it today. Here’s how it went:

I was impressed by the tool’s interactivity and speed. In this test I scanned a laptop sticker with the hashtag #UHaveIntegrity, which is from our academic integrity campaign at the University of Calgary. The app correctly identified it and gave me a brief description.

I did a few subsequent tests with other items afterwards. It did not always have 100% accuracy, but with additional prompting, it corrected errors and provided updated information.

I can think of a variety of uses for this kind of app for teaching and learning. In particular, I am excited about the possibilities to enhance accessibility, inclusion, and equity.

Breaking Down Barriers with Voice Interaction

The voice interface of Gemini Live can remove some barriers for students. Students with mobility limitations, visual impairments, or reading difficulties can participate in learning activities through speech. This creates a more level playing field in the classroom.

Imagine a scenario where a teacher uses Gemini Live to help a student with dyslexia engage with research projects. The student could ask questions verbally and receive information without struggling with text. This hypothetical case illustrates how voice interaction might lead to increased confidence and class participation.

Multilingual Support for Diverse Classrooms

Language barriers often create obstacles in education. Gemini Live supports multiple languages and can translate between them. This feature helps:

  • Non-native English speakers follow lessons in their first language
  • International students integrate into new learning environments
  • Teachers communicate with students from different linguistic backgrounds
  • Parents who speak other languages stay involved in their children’s education

Learning Accommodations Made Simple

Every student learns differently. Gemini Live can adapt content to different learning needs. Here are some examples:

  1. It can explain complex concepts in simpler terms for students who need additional support
  2. It provides alternative explanations when students don’t understand a topic the first time
  3. It offers audio descriptions of visual content for visually impaired students
  4. It can generate study materials in different formats to match learning preferences

Real-Time Assistance in the Classroom

Teachers often struggle to provide individual attention to every student in a classroom. Gemini Live can serve as an additional resource that students can turn to when they need help. This can reduce wait times and frustration.

As a hypothetical example, a high school math teacher could implement Gemini Live as a ‘homework helper’ station in the classroom. Students who get stuck on problems could ask Gemini Live for guidance without waiting for the teacher to become available. This approach would allow more students to receive timely support while waiting for personalized attention from their teacher.

Digital Equity Through Voice Access

Not all students have equal access to technology or equal ability to use traditional interfaces. Voice technology lowers the technical barriers to using digital tools. Students without keyboards, mice, or touchscreens can still access information and complete assignments through voice commands.

Practical Implementation Tips

In thinking about how we could use use Gemini Live and similar tools for accessibility and inclusion, here are some ideas:

  • Create specific prompts that students can use to get help with different subjects
  • Set up dedicated stations where students can interact with Gemini Live
  • Teach students how to ask effective questions
  • Combine Gemini Live with other AI tools for a comprehensive accessibility solution

Challenges and Considerations

It is important for teachers to be aware that the tool is not perfect (at least as it currently stands). Although Gemini Live offers benefits, it currently has certain limitations.

  • Voice recognition may struggle with some speech patterns or accents
  • Private conversations require appropriate spaces to avoid classroom disruption
  • Students need guidance on when AI assistance is appropriate and when it isn’t
  • Technology should supplement, not replace, human teaching and interaction

Looking Forward

As AI assistants like Gemini Live continue to evolve, they will provide even more tools for inclusive education. The most successful classrooms will be those that thoughtfully blend technology with human instruction.

By incorporating Gemini Live into teaching practices, educators can create learning environments that accommodate more students. The goal isn’t just to make education accessible but to ensure every student feels valued and included in the learning process. When we remove barriers to education, we unlock potential — and that’s one of the most fun parts of being an educator.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.