AI in Schools
Charles Darwin essay says the degree certifies a ghost
The Saturday read is one essay, one footnote to a fortnight-long breach, one nonprofit brief, and one Sydney conference. All of it sits at the place where AI, assessment, and procurement collide.
A Charles Darwin PhD candidate says the degree is a lie
Biranchi Poudyal published an essay in ACS Information Age on Tuesday arguing that universities are now certifying a fiction. With nearly 80% of Australian students using generative AI in their coursework (per the APO November 2025 report), the credential signs off on what the student knows while the work that produces the grade is a human-AI collaboration the student is incentivised to hide. Poudyal's term for it is "epistemic substitution", and his fix is that universities should grade how well the student manages the knowledge rather than the lone-thinker output.
Why this matters: This is the essay that names what TEQSA's September 2025 assessment-reform guidance gestures at. The regulator has already shifted from a principles framework to a regulatory-led posture for 2026, and the institutional response so far has been three-pillar policies (Sydney's two-lane structure, UNSW's six-level AI scale, the Curtin and ACU disabling of Turnitin's detector). Poudyal's argument is that none of those structures certify the actual production process, which is the only thing left to certify if the output cannot be trusted on its own. For VCs and DVCs (Academic), the practical question this week is whether the institution's 2027 assessment framework grades the process or just the product, and whether academic governance can articulate the difference in writing before the new academic year. Information Age on the essay, and the TEQSA assessment reform pathways the argument lands against.
The ACS itself turns up on the Canvas breach victim list
The professional body for Australian ICT professionals confirmed on Monday it is reviewing claims that it appears on the Instructure breach victim list. ACS President Beau Tydd told Cyber Daily that the organisation is "aware of the claims and is reviewing the matter through our standard security and risk processes". ACS uses Instructure for some of its certification and training products, which puts member, candidate, and partner records inside the same blast radius as the universities and TAFEs already disclosed.
Why this matters: This is the part of the Canvas story that does not get easier with the ransom settlement. Instructure's free-tier and small-tenant exposure swept up not just schools that experimented with a Canvas course, but professional certifying bodies running their own credentialling programs on top of it. For chartered-membership organisations, learned societies, and registration councils that license practising teachers, engineers, and ICT workers, the question this week is whether their tenant was on the published list and whether the data class held there triggers a Notifiable Data Breach assessment. Tydd's measured statement is the right starting point and will not be the last word. Cyber Daily on the ACS investigation.
Canva and OpenAI open a nonprofit AI brief, and education sits in the eligibility pool
Canva and OpenAI announced on Friday a free, in-person AI hackathon at Canva's Surry Hills headquarters on 11 June for up to twenty Australian nonprofits, with up to four staff per team. Applications close 29 May. The eligible sectors named in the brief are youth, regional communities, disability, climate, education, health, arts, and culture. The application form asks teams to nominate where they want support: workflow automation, custom GPTs and agents, Codex and API integrations, data modelling, content workflows, or staff training.
Why this matters: For the not-for-profit slice of the Australian ed-tech sector, this is a free pre-procurement evaluation against two of the larger commercial AI stacks. The Smith Family, AISNSW and its diocesan equivalents, ACER's not-for-profit arm, and the principals' associations could all credibly apply. The narrower opportunity is for school networks that operate as nonprofits to use the day to test whether a Canva-plus-OpenAI workflow replaces a third or fourth existing platform in their stack. Applications close in a fortnight, so the decision window is tight. EdTech Innovation Hub on the hackathon brief.
The Informa AI in Education conference at Swissôtel Sydney is on Tuesday
The standalone AI in Education conference runs on Tuesday 19 May at Swissôtel Sydney, with the program built around personalised learning tools, ethical frameworks, and system-wide implementation. The keynote slot goes to Professor Matt Bower from Macquarie University on artificial general intelligence in education, with sessions on AI for accessibility and on building custom GPTs in classroom settings.
Why this matters: The Brisbane National Education Summit yesterday was sector-wide; this Tuesday's Sydney event is system-specific and NSW-weighted. The room will include the same NSW Department of Education, AISNSW, and Catholic Schools NSW people who set the procurement direction for the 2027 school-year tendering. For Australian ed-tech vendors with NSW classroom products, the trade-floor conversation on Tuesday is the one that decides whether a tool gets into next year's evaluations or not. For school IT leaders not attending, the published agenda is the read of where the system thinks the procurement question goes next. Informa Australia on the event program.
The week's stories all start in the same place: AI is now embedded in the work, but the assessment, procurement, and breach frameworks still treat it as an attachment. The institutions that fix that gap first will be the ones with the smaller list of awkward conversations in June. More on the operational landscape at digitalattitudes.com.au.