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Writing

We don't need more AI tools. We need better questions.

Featured · Medium · January 2026

Permission to Learn

Moving from fear to inquiry in AI classrooms.

A year of embedded observation in secondary classrooms. Argues that a teacher's emotional stance toward AI shapes whether students treat it as a thinking partner or a shortcut. Introduces VERIFY and EPFL as frameworks for moving from banning to teaching. References Hasan (2024), Porayska-Pomsta et al. (2024), and UNESCO (2021).

Classrooms reveal their mood before anyone speaks.
Many students have learned to treat curiosity like it carries a risk.
Misuse stems from disconnection, not deception.
Teaching in the age of AI is often defined by control. It does not have to be.
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Cornerstone reads

The pieces I'd point you at first.

Not the full archive. The arguments that hold the rest together. Some are v1 thinking that has since iterated. The complete list lives on LinkedIn.

Aug 2025 · v1 article

VERIFY: A Framework for Teaching Students to Think With AI

The standalone articulation of VERIFY as a six-step thinking cycle. Argues the real risk isn't AI misuse, it's intellectual surrender. Maps onto the Australian Framework for Generative AI in Schools. The framework on the current Work page has continued to iterate since.

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Jun 2025 · v1 article

The Ethical Prompting Feedback Loop

The original six-step EPFL: Feeling, Intent, Prompt, Output, Consequence, Reflection. Argues the real issue is the invisible emotional and ethical dynamics in every AI interaction. The current v2.0 form on the Work page is the iteration that came out of using v1 in real classrooms.

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Jun 2025

Beyond the Buzzword: What 'Ethics' Really Means for AI in Education

The piece where VERIFY first appeared (before becoming a standalone article). Argues that "ethics" gets used as a reason to pause progress instead of shape it. Ethics aren't delivered through policies; they are stood for through how you show up.

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v1 article · RePrompted

Don't Start With the Chatbot

Argues we shouldn't start AI education with chatbots but with thinking. Challenges the cheating frame, makes the case for play-based learning that builds critical thinking before tool access. Introduces RePrompted, the card-based classroom tool.

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Ethics of literacy

The Ethics of Literacy in an AI World

Argues that treating literacy as reading and writing is not just outdated but ethically harmful. Meaning is already multimodal. Connects multimodal literacy to AI ethics: ethical agency begins with recognising how meaning is designed across text, image, sound, data, and interface.

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Digital literacy

Data Power: The Missing Piece in Digital Literacy

Challenges the myth that technology is "just a tool." Argues students need to understand how their digital footprints are shaped, how data flows invisibly, and how AI systems influence their worldview. From digital users to digital shapers.

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Research practice

This Is How We Build Better Thinkers

Observes how students freeze when research hits obstacles. Paywalled articles, broken links, dead ends. Argues the key is teaching students to shift, not stop: use AI as a sounding board, work backward through reference lists, make research their own.

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What readers wrote back

The pieces land.

This is exactly the adoption mistake many institutions make: they treat access as literacy. Giving students a chatbot is not the same as teaching them how systems frame, distort, compress, and reward certain kinds of thinking.
A reader on LinkedIn, responding to Don't Start With the Chatbot.
Ethical AI use in education isn't just policy, it's daily practice. The conversation about ethics needs to happen before the tech is even turned on.
A reader on LinkedIn, responding to Beyond the Buzzword.