Tag: Signal Intelligence
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When Output Is No Longer Evidence
How AI is changing what counts as evidence of human capability Signal Intelligence Briefing 007 Edge line: When competent output becomes easy to produce, institutions have to decide what still proves capability. For a long time, many systems relied on a simple inference. A person produced an artefact. The artefact looked competent. The institution inferred…
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The Human Operating Envelope
AI can raise attainable output faster than people and organisations can select, integrate and govern it. SIGNAL 006 examines the Human Operating Envelope—and why oversight, portfolio admission, capability conversion and recovery now matter.
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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.