Cognitive Sovereignty Self-Audit for Education

1. How do you currently detect whether submitted student work represents genuine learning or AI generation?

We rely on AI detection tools like Turnitin AI as our primary method We use AI detection tools alongside surface-level checks for writing quality changes We design assessments that require students to explain their reasoning in real-time conversations or live presentations We assess through sustained dialogue, process portfolios, and tasks that require evidence of iteration and genuine struggle

2. What happens when a student submits work that appears suspiciously polished or error-free?

We automatically flag it and investigate for AI use without questioning the assessment design itself We run it through detection software and apply penalties if AI is suspected We ask the student to defend their work and identify what they struggled with during the process We redesign the assessment to make AI substitution impossible or irrelevant, then use the student's explanation as evidence of learning

3. How are your teaching staff trained to develop critical thinking when AI now provides instant answers?

Staff are told to ban AI tools from the classroom and focus on traditional teaching methods Staff receive guidance on acceptable AI use policies but little training on how to teach differently Staff learn to teach students how to evaluate AI outputs and spot errors in generated content Staff are trained to ask better questions, design assessments around explanation and reasoning, and teach students to recognise when they are thinking versus when they are outsourcing thought

4. How does your institution currently decide what learning outcomes students must achieve?

We use outcomes defined before AI existed and have not revisited them since AI tools became widespread We have added AI literacy to the curriculum but kept existing learning outcomes unchanged We have reviewed outcomes and added skills like identifying AI limitations and evaluating generated work We have rebuilt learning outcomes to explicitly require capabilities that AI cannot substitute, such as making novel judgements, handling ambiguity, and demonstrating independent reasoning through sustained work

5. When a student uses ChatGPT or Khanmigo to complete their homework, how does your institution respond?

We treat it as academic dishonesty without examining whether the task itself was worth doing or whether the student learned anything We penalise the student but continue using the same assessment tasks and methods We use the incident to teach students about responsible AI use and the difference between assistance and substitution We ask whether the task was designed to build genuine capability, redesign assessments to be AI-proof, and help students understand when struggle is the point of learning

6. How do your grades and credentials currently signal what a student can actually do?

Grades reflect marks on assignments that could have been AI-generated, so they may not reflect actual student capability We use a mix of assignments and exams, though exams are increasingly done online where AI tools are accessible We have introduced some portfolio assessment and in-class tasks where student work can be directly observed We assess through demonstrated capability in real-time settings, portfolio evidence of iterative work, and explanations that prove understanding, so credentials actually reflect what the student can do independently

7. How do you balance making learning engaging with letting students experience the productive struggle that builds real capacity?

We have responded to student feedback by making more work optional or easier, which means many students now avoid challenging tasks We explain the importance of struggle but continue using assessments where AI completion reduces that struggle to near zero We are redesigning some tasks to be harder to substitute with AI, and we explicitly teach students how difficulty signals genuine learning We deliberately design tasks that require extended effort, intellectual risk, and genuine struggle, then help students recognise that this struggle is what builds their actual thinking ability

8. What is the primary purpose of education as stated in your institution's policy or strategic plan?

To deliver credentials efficiently and meet completion targets To deliver credentials while meeting compliance requirements around assessment integrity To develop student capability whilst awarding credentials that employers can trust To develop independent thinking, intellectual judgement, and genuine capability so that credentials prove what the graduate can do and who they have become

Cognitive Sovereignty Self-Audit for Education

Cognitive Sovereignty: How To Think For Yourself When AI Thinks For You