Category: Education & AI
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When Domain Expertise Becomes Executable
AI coding agents are shortening the distance between domain expertise and functioning software. SIGNAL 005 examines why evaluative judgement, adaptive expertise, engineering collaboration and stewardship become more consequential as implementation barriers fall.
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When Answers Become Abundant, Learning Evidence Must Change
Generative AI can improve assisted performance while concealing weaker learning. SIGNAL 004 examines how visible thinking, calibrated assistance, feedback and application under changed conditions can strengthen evidence of learner capability.
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AI And The Collapse Of Assessment Assumptions
AI is destabilising the assumptions that have long connected assessment artefacts, authorship, capability evidence, and credential trust. This Signal Intelligence briefing explores why tertiary education may need to move from artefact verification toward stronger capability verification.
