Category: Education
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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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AI policy isn’t the real question
Universities are rapidly rewriting their AI policies. But policy isn’t the deepest question. The real challenge is designing learning and assessment that still reveal human capability when polished outputs have become abundant.
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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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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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After the Singularity, Make the Bed
The singularity may be less useful as a date than as a change in the conditions under which human capability is formed, demonstrated and governed.
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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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See the Learner. Map the Task. Design the Bridge.
Embedding literacy and numeracy in vocational training starts by seeing the learner, mapping the capability hidden inside authentic tasks, identifying the gap and designing a deliberate teaching bridge.
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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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What Thinking Remains Visible?
When answers become abundant, getting the answer is no longer reliable evidence that learning has occurred. A field note on visible thinking, vocational capability and good teaching in the age of AI.
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The Passport Is Not the Point
Signal Intelligence Briefing 003 Skills passports are moving from policy language into working infrastructure. France has launched a state-backed Passeport de compétences. California is piloting a Career Passport. Singapore has built a Careers & Skills Passport into its national skills ecosystem. The Philippines has launched a mobile-first TESDA Skills Passport. The UK has sector-specific passport…