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For people learning to use AI well, without the hype.

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RESEARCH

The Shadow AI Problem

78% of AI users bring their own tools to work. What shadow AI means for your organisation, and what to do instead of banning it.

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Research

What AI Does to Your Brain

In an MIT study, 83% of AI-assisted writers couldn't quote the essay they'd just written. Four research programmes map what passive AI use actually costs.

The Full Stack Operator

AI is collapsing the specialist team into a single person. Research on the operators running functions that used to require an entire floor.

The AI Fluency Gap

Adoption climbed past 80%. Comprehension barely moved. A map of the AI fluency gap — and the framework that closes it.

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Framework

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