Category: Education
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When the Measure Is Uncertain, the System Still Has to Decide
New Zealand’s PIAAC results show a substantial adult-skills deterioration, but survey-quality concerns make the exact magnitude uncertain. SIGNAL 008 asks how capability systems should act when the signal matters before certainty arrives.
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Reading Between the Lines: What New Zealand’s PIAAC Results Show — and What the Official Explanation Does Not Yet Establish
Working paper Author note: I previously worked within Ako Aotearoa’s Manako adult literacy and numeracy team and retain professional relationships across the tertiary education system. This paper is independently written and based on publicly available sources. No current agency or organisation commissioned or endorsed it. Provenance note: This paper was developed through an orchestrated human–AI…
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Orchestrated Capability: A New Model for Human–AI Work
FIELD NOTE — Orchestrated Capability Aug 20, 2026 A model of work is becoming visible that does not fit comfortably inside the usual language of either “AI assistance” or “automation”. I have started calling it orchestrated capability. Orchestrated capability is the ability of a human principal to assemble, direct and govern a changing constellation of…
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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.