Category: AI & Education
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What is The Human Operating Envelope?
AI can accelerate production faster than people can govern and integrate the work. The Human Operating Envelope names the new constraint.
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AI, Assessment, and the Growing Capability Trust Problem
Generative AI didn’t suddenly break assessment systems. It exposed fragile assumptions around evidence, authorship, and capability trust already present in tertiary education.
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The Future Is Already Operational
A reflection on returning from San Antonio and San Francisco with a recalibrated sense of time — where AI is no longer emerging, but already operating as everyday infrastructure.