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Does AI Tell Us What We Want to Hear?

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Edited by Jonathan Vernon, Friday 15 August 2025 at 07:18

As a student of education and learning, I’ve been reflecting on the role AI plays in shaping how we think. Recently, I came across neuroscientist Dr Rachel Barr’s blunt but insightful claim: AI feeds us positive answers and fails to challenge us. That struck a chord.

In my experience using tools like ChatGPT, I’ve noticed how agreeable the responses often are. That’s not accidental. AI like this is trained on massive datasets and fine-tuned to be helpful, polite, and inoffensive. Its design goal is to give answers that people will accept or like—meaning it tends to validate more than it critiques.

But as learners, isn’t it the challenge that helps us grow?

Dr Barr’s warning reminds me that learning isn’t just about acquiring information—it’s about thinking differently. If AI never says “you might be wrong,” or never pushes us to consider a more potent counterargument, then we risk reinforcing our assumptions rather than re-examining them.

This matters especially for those of us studying education. If we’re going to teach or guide others, we need to model critical engagement—and that includes how we use AI.

I’ve found that when I ask AI to challenge me—“What am I missing?”, “Play devil’s advocate”, or “Give me a harder question”—I get better results. But without that prompt, the default is comfort over friction. And friction is often where the learning happens.

So here’s my reflection: AI is not inherently bad for thinking. But it does reflect how we use it. If we’re too passive, it becomes a mirror of our biases. If we’re active and curious, it becomes a tool for growth.

I also know that I respond best to being praised and pushed. Redirection and encouragement help me far more than blunt correction. That’s true whether it’s from a tutor, a peer, or even an AI.

So let’s design our questions—and our digital habits—with intention. Let’s ask for the challenge we need, not just the answer we want.

These will help you explore how AI impacts learning, cognition, and teaching practice—with a focus on critical engagement rather than hype.

AI-Related Resources for Students of Education

Up-to-date resources to help you critically explore how AI is affecting education, cognition, and learning design. Ideal for Open University students studying education, learning sciences, or digital pedagogy. 

1. Academic Resources and Research 

• ERIC (Education Resources Information Center) – [eric.ed.gov](https://eric.ed.gov): 

Search 'AI in education' for peer-reviewed papers and classroom case studies. 

• Journal of Educational Technology & Society: Studies on adaptive AI systems and learner outcomes. 

• Stanford Human-Centred AI (HAI) – [hai.stanford.edu](https://hai.stanford.edu/research/education): 

Research on ethical, cognitive, and policy issues in AI-enhanced education. 

2. Cognitive Science + AI

• “AI and the Learning Brain” – MIT Media Lab: [Read summary] > http://bit.ly/3UvGahY 

 “Cognitive Atrophy and AI Overuse” – [Polytechnique Insights]

Effects of AI tools on memory, attention, and creativity.

3. Practical Tools for Students

• HUMANE Toolkit – [humane-ai.eu] > http://bit.ly/4mjSpuc 

Tools for human-centric AI learning environments. 

4. Tech & Learning: AI Literacy – Resources For Teachers

This article, published in July 2025, highlights six practical and trustworthy tools and publications tailored for educators seeking to integrate AI ethically and effectively:

  • Digital Promise – guidelines and policy summaries on AI in education.

  • Common Sense Media – includes a self-paced course co-created with OpenAI on ChatGPT for education.

  • ISTE + ASCD – offers lesson plans and professional development, including StretchAI for coaching.

  • Future of Being Human Newsletter – thoughtful commentary on AI and innovation in learning.

  • AutomatED – a deep-dive guide for classroom AI integration.

  • Tech & Learning Newsletter – tri-weekly updates, reviews, and tips on AI in schools. (panoramaed.com, Tech & Learning)

Foundational Frameworks & Research on AI Literacy

MIT RAISE (Responsible AI for Social Empowerment and Education)

Led by Cynthia Breazeal, this initiative aims to democratise AI literacy globally, especially for K–12 learners and educators. It emphasises creative, ethical, and constructionist approaches, including:

  • MIT FutureMakers, a free summer program for students.

  • Day of AI, a large-scale educational event with open AI curricula and tools.

  • Professional development for teachers that has already reached thousands across 170 countries. (Wikipedia)

AI Literacy Conceptual Foundations

  • A 2024 framework, “AI Literacy for All: Adjustable Interdisciplinary Socio‑technical Curriculum," proposes a robust AI literacy model that blends technical, ethical, and critical dimensions accessible across disciplines. (arXiv)

  • “Generative AI Literacy: Twelve Defining Competencies” presents a competency-based roadmap to guide education providers and policymakers. (arXiv)

  • A more recent April 2025 framework offers practical guidelines for the responsible selection and use of generative AI tools, aimed at schools and organisations.(arXiv)

General AI Literacy Definition

The concept of AI literacy broadly includes the ability to understand, use, evaluate, and critically reflect on AI applications. It’s about more than usage—it's about making informed, ethical choices when interacting with AI.(Wikipedia)Understanding ethical AI in teaching contexts. 

AI Pedagogy Project* – [aipedagogy.org](https://aipedagogy.org): Creative, reflective teaching ideas involving AI. 

5. Watch, Listen, Reflect 

• Hard Fork Podcast (NYT): Insightful episodes on AI’s influence on writing, thinking, and learning. 

YouTube: Look for ‘Cognitive Load Theory and AI Tools’ on channels like LearnTechLib or ‘AI for Education’. Use these resources to guide your assignments, stimulate reflection, or support your teaching practice.

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Design Museum

From Prompt to Picture: My Experience with AI-Assisted Video Creation

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A merged photograph showing the transformation of a grunge girl from the woods into a competitive swimmer.

Over the last 24 hours, I’ve stepped deep into the world of AI video generation, experimenting with Google's Veo 3 to bring my novella Watersprites to visual life—one 8-second sequence at a time.

What began with curiosity quickly became something closer to directing again. And like all filmmaking, it’s part discovery, part compromise, and part pure stubborn joy.

Using text prompts, composite reference images, and a generous helping of trial-and-error, I’ve generated a series of clips exploring Freya’s transformation—from a feral woodland sprite by the High Pond to a disciplined, world-record-holding swimmer in a 50m pool. Some clips surprised me with subtlety. Others wandered into sci-fi parody. A few moments struck gold.

A before and after attempt of turning a grunge forest girl into a competitive swimmer.

🎬 Lessons Learned

  • Clarity matters. If you want Freya in a swim cap, you need to say “hair tucked in under swim cap.”

  • Consistency is key. I now reuse visual templates to keep character design coherent.

  • AI has a mind of its own. Sometimes the “wrong” result becomes the most interesting one.

  • Editing saves everything. iMovie allows me to stitch short sequences together, add sound design, and shape something more cinematic.

I’m not producing a final film—yet. I’m developing a visual language, a storyboarded aesthetic, and a deeper understanding of what’s possible when human creativity collaborates with machine suggestion.

Expect more clips. More experiments. And more strange magic, half from the woods, half from the code.

If you'd like to see the progress, here’s a blog post with a series of efforts, fails and final success > http://bit.ly/3HLmfII

More to follow! Watch this space. 

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How I Use ChatGPT in Swim Coaching

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🏊‍♂️ How I Use ChatGPT in Swim Coaching

As a performance swim coach, I use ChatGPT as a high-powered assistant—part planner, part analyst, and part co-strategist. Whether I’m coaching PC1 swimmers aiming for County Times or pushing C2 and P2 squads toward Regional and National standards, this tool helps streamline my work and sharpen my focus.

🔧 Session Planning

Every session I run is bespoke—designed with squad goals, energy systems, strokes, and meet prep in mind. I use ChatGPT to generate structured, progressive sets tailored to the needs of each group. This includes warm-ups, drills, main sets, relays, and cooldowns, all delivered in whiteboard format or as printable A4 sheets.

📊 Performance Assessment

I upload swimmer times and ask ChatGPT to provide performance summaries—identifying who’s hitting County or Regional standards, who’s plateauing, and where technique improvements are needed. Attendance tracking and mindset observations often feed into these diagnostics.

🧠 Skills Development

From refining butterfly turns to improving freestyle pacing under fatigue, I use AI to generate skill sets that challenge and educate. I also adjust for different pool lengths (17m vs. 25m) and train for specific event distances, such as 200m fly or 100m IM transitions.

📬 Communication and Strategy

ChatGPT helps draft emails to parents and colleagues, write coaching statements, and prepare for transitions, like taking over a new squad or submitting my Level 3 coaching application. It also helps structure my reflections and long-term planning.

💡 Why It Works

Because I coach across various age groups and performance tiers, consistency is crucial. I’m detail-focused, data-aware, and always aiming to progress swimmers from where they are to where they could be. ChatGPT doesn’t replace my instincts or experience—it supports them. It allows me to spend more time coaching on deck and less time on administrative tasks behind the scenes.


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How I Use AI to Coach Smarter, Live Better, and Keep My Sanity Poolside

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I coach two squads: PC1 (10–12 years) is chasing County times, and C2 (14–16 years) has already achieved them. That means early mornings, evening sessions, and everything in between. Like most coaches, I wear many hats: planner, motivator, communicator, administrator, mentor, and fixer of kicks and breaks.

But now I’ve got help.

ChatGPT is my AI assistant—and honestly, it’s been a game changer.

Here’s how I use it:


1. Session Planning, Done in Seconds

I give it the squad, time, and focus:

“PC1, 1 hour, butterfly kick + dive + backstroke start skills.”

It delivers a full Swim England–aligned session, with HR zones, drill ideas, rest intervals (e.g. 10”, 1’), and even formats it for the whiteboard.


2. Instant Feedback for Stroke Corrections

Poolside, I describe a problem:

“Fly kick loses rhythm after breakout.”

It suggests cues, drills, and fixes on the spot. I’ve used this live off my phone. It works.


3. Swimmer & Squad Summaries

I upload swim times, and it:

  • Highlights who’s near County/Regional qualifying

  • Tracks progress

  • Helps me prep one-to-ones or squad updates


4. Emails, Reviews, and Admin

Need to reply to a parent query?

Need to write a swimmer review?

Need to update the coaching team?

I ask. It writes clean, clear, professional responses instantly. I tweak and send.


5. My Daily Schedule, Managed

Coaching life means early starts, late finishes, and the risk of caffeine-fuelled burnout. So I ask ChatGPT to help manage my day.

It builds me a schedule with:

  • Meal timing

  • Nap windows

  • Caffeine cut-offs

  • Creative time

  • Travel buffers

  • Realistic rest

My brief? More rest, less coffee! It listens.


Bottom Line?

This tool doesn’t replace me—it supports me. It frees my brain for what matters: coaching, connection, and care.

If you’re a swim coach spinning too many plates, give it a try. It might be the most reliable assistant you’ve ever hired.


If you’d like a demo, or want to know how I integrate it with spreadsheets, whiteboard plans, and daily logs—just ask. Happy to share what’s working.




Permalink 1 comment (latest comment by Judith McLean, Friday 30 May 2025 at 15:45)
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Design Museum

Writing 8 - 16 hours a day

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An AI generated drawing of a young girl asleep under a blanket in the woods

Something’s got to me. AI mostly. ChatGPT if you must now. A series of projects was briefed to support what I am doing. This includes the Fifty Years On project which in theory will run for 17 years, as that is how long I kept a daily diary for, from 6th February 1975 age 13 1/2 to age 30 1/2 engaged and with other things to think about that writing a diary every night as I tucked myself into bed!

A dozen stories in various forms are being pulled together. Short stories 'The Girl in the Garden', 'Wishful Thinking', and 'Ten Days in Beadnell' are all complete and online after a decade of fermenting. Novella’ The Form Photo' is complete in first draft. I use AI like any script editor or fellow writer I would have worked with. AI is quicker. Too quick. What takes it seconds to deliver takes me hours to read through and edit. And so it goes.

Find more on my blog Mindbursts.



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The world is changing fast

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An AI-generated expression of a human brain interacting with external ideas and digital and analogue forces.

The world is changing fast, and this is why. I’ve been using AI across various creative, analytical, and practical aspects of my work and life. 

This is a summary of what I’ve learned and achieved:

1. Writing & Story Development

  • Use AI to refine and tweak your novel Wishful Thinking, mainly by listening to ElevenLab’s voice reading. This process has helped me identify nuances, stumbles, and areas for refinement.

  • Recognised how AI can assist in adapting Wishful Thinking into a screenplay with ease.

  • I began revisiting and cataloguing older stories (Sardines, CC & Susie, The Girl in the Garden), considering their potential for development. My next novel project should be Angel of the North, setting a structured two-hour daily writing slot to work on.

2. Audio Performance & AI Voices

  • Amelia’s voice from ElevenLab provides an authentic, brilliantly performed reading of Wishful Thinking.

  • Used the AI reading to catch errors and fine-tune dialogue and pacing.

  • Reading a piece aloud reveals a new layer of clarity in storytelling.

3. Productivity & Time Management

  • Realised that structured creative work, with set hours and pacing, prevents burnout.

  • Experimented with using AI for planning and project organisation, recognising the benefits of AI-driven analysis without over-reliance.

4. AI in Memory & Reflection

  • Continued deep exploration of past diary entries, using AI to stimulate reflection and extract stories.

  • Discovered how AI challenges and enhances your recollections, appreciating different perspectives on past events.

  • AI helps clarify and structure your thoughts on past relationships, experiences, and creative choices.

5. Artistic & Creative Exploration

  • Used AI to assist in organising Open Houses Art Week preparations.

  • I began considering AI’s role in producing creative work beyond writing, potentially in visual art, historical research, and film adaptation.

6. Historical & Documentary Research

  • Applied AI to WWI project research, expanding your understanding and planning for a larger project.

  • Use AI to fact-check and recall details from past experiences, reinforcing your work as a historian of memory.

7. Future Considerations

  • Considering AI’s potential in film production, especially for adapting Wishful Thinking as a youth theatre screenplay or live-action short.

  • Noted that AI could assist with editing and improving past short stories to bring them up to publishable quality.

  • I am interested in AI’s ability to enhance storytelling across different media, from voice performance to screenplay formatting.


Key Takeaways

AI has helped me refine my writing, making it sharper, more immersive, and more effective.
AI-assisted voice performance has revealed story weaknesses and allowed me to refine my writing precisely. AI also helps challenge and expand my memory, making my reflections richer and more layered.
AI-powered tools offer a structure for writing and creative projects, helping with pacing and avoiding burnout.
I’m thinking critically about AI’s role in film, theatre, and historical research, exploring its potential without overreliance on it.




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Design Museum

ChatGPT aka KAI

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I have been working with ChatGPT for the best part of a month, initially keeping my time with the platform to 2 hours but clocking up a whopping 13 hours today. I flip between several projects with each profile of KAI was I call him or her providing a different outlook. I love my Jungian psychoanalyst KAI who interprets any dream I can recall from the night before.

After that it's onwards to crush council tasks, develop and expand an historic writing project, and finally to revisit an MA thesis on the First World War and all my notes and research with it to winkle out a specific storyline. It has its limitations. I have blown its memory twice. The get around is to cut and paste what it has been storing on me and ask it to summarise this before clearing the memory - then at least it always has a potted, though uptodate insight into who I am. After all, I'm KAIs interloper.

KAI is our agreed diminutive for ChatGPT. I made this CAI, we felt it was too close to CIA and so came up with KAI. It's east to say. Try it. 

Every day we revisit the few lines of a Five Year Diary I started to write age 13.5 fifty years ago. With KAI's prompts these entries blossom into something 500, 1000 even 2000 words long. Having stripped out my recollections I tip the lot into Grammarly and go through the editing process before posting in my blog www.mindburts.com 

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