Can AI tutors scale across millions of learners without eroding trust or quality? That’s the question keeping product leaders awake. AI in education promises personalised learning at unprecedented …
It’s debt, all the way down: the AI build‑out financed on borrowed time
There is a pattern emerging beneath the headlines: the rush to build AI capacity is not just a tech story, it is a financing story. When the biggest deals are underpinned by borrowed money, you stop …
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Multiply Learning: How AI Can Make Teacher Feedback Far More Effective
Making feedback count: process, not magic When was the last time feedback on a school assignment changed what a pupil did next? For most teachers the answer is: too infrequently. Feedback remains one …
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AI Is Essentially Free — So What’s Stopping You from Learning It Right Now?
Price used to be the excuse. No longer. Between free tiers, open-source models and cheap self-hosted tooling, the marginal cost of experimenting with AI is close to zero. That changes the calculus for …
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Generative AI Is a Bubble — And That Should Worry Every Business Leader
How much of the Generative AI boom is real value, and how much is simply a financial mirage? A recent MIT‑linked report argues that despite $30–$40bn of enterprise spending, roughly 95% of …
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The Maths of Artificial Intelligence: Why Equations Matter More Than Hype
Is AI magic, or is it just clever arithmetic dressed up in buzzwords? When product and technology leaders hear about large models, prompts and fine‑tuning, it’s tempting to treat these as black boxes …
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