Tag: Human Capability
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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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What Becomes Scarce When Intelligence Becomes Abundant?
Artificial intelligence is making many forms of cognitive work abundant. But scarcity never disappears—it migrates. As intelligence becomes cheaper, value shifts toward judgment, trust, capability, governance, and meaning.
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Recursive Pedagogy: Learning in the Age of Reflective AI
Most debates about AI in education focus on cheating, productivity, or academic integrity. But a deeper shift is emerging beneath the surface: AI is beginning to function as a reflective cognitive mirror inside the learning process itself. This essay explores Recursive Pedagogy — a model of learning built around reflection, dialogue, metacognition, and iterative refinement…