Ideas for a world in transition.
Research-led perspectives on technology, education, healthcare, work, and the futures we choose to build.
The real cost of AI is not in the cloud
AI may feel weightless. Its infrastructure is anything but. Australia has a chance to build for the future without passing the bill to everyone else.
Latest thinking.
Research-inspired notes from the intersection of technology and real-world consequence.
The real cost of AI is not in the cloud
AI may feel weightless. Its infrastructure is anything but. Australia has a chance to build for the future without passing the bill to everyone else.
Governance has to move at machine speed
When algorithms act in milliseconds, an annual checklist cannot be the last line of defence.
Clinical learning, beyond the classroom
AI-powered simulation can expand opportunities to practise. The human judgement it develops must remain the point.
When curriculum expires faster than a degree
AI has shortened the distance between what students learn and what the world asks them to know.
After the AI detector
The future of academic integrity may depend less on guessing who wrote a sentence and more on seeing how learning happened.
Two lanes for assessment
Students need room to use contemporary tools—and moments when they must demonstrate what they can do themselves.
The degree as evidence, not assertion
If every subject verifies learning alone, nobody sees the complete picture of what a graduate can do.
A university beyond the AI sandbox
Small pilots create momentum. Without shared foundations, they can also create twenty incompatible versions of the future.
Quality assurance that sees today
A retrospective report can explain last year’s risks. It cannot intervene in a problem that is growing this week.
Whose knowledge trains the future?
AI governance is incomplete if it speaks of privacy but ignores who has the right to decide how knowledge is used.
The human work of aged-care AI
Technology can help a care team notice risks. It cannot be the relationship that makes care worth receiving.
Rural health needs more than an algorithm
Remote diagnostic tools promise reach, but geography, workflow and trust decide whether that reach becomes care.
Care without the rescue narrative
When older people are framed as problems to optimise, even well-meant technology can diminish their agency.
The missing bridge between skills and jobs
A workforce can have talent in the wrong places while employers report shortages. Better pathways matter as much as more training.
Who steers the tertiary future?
A new national steward may coordinate long-term reform. Its credibility will depend on how independently it can do that work.
Access and excellence belong together
Opening a university place is only the first step. The real test is whether students can flourish once they arrive.
The AI university needs a human purpose
A campus full of AI tools is not automatically a better place to learn.
The cloud choice is a governance choice
Selecting an AI platform also selects assumptions about data control, portability and who can change the terms later.
Credit for what you already know
The route from vocational learning to university should not require people to prove the same capability twice.
Regional students need more than a place
A place at university can be transformative. Moving for it can also bring financial and social costs a funding formula misses.