Manuel Herranz
Pangeanic CEO. Developer of Language Technologies since 2009. I’ve seen enough engineering to know who talks the talk and who walks the walk. Manchester Uni & MIT Sloan. Supporting NGOs in African Sub-Sahel. All views are my own.
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- Sep 26, 2026
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The Exam the World Never Sets (opens the original)
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An AI model that passes an exam has proved, above all, that it knows how to sit exams. That’s all there is to all bombastic benchmarks we find after a model release, and I read and analyse at least one per month. What the model does afterwards, in the hands of people who never read the question paper, is a different kind of knowledge altogether. (AI agents and unsupervised behaviour are quite another thing: agents can attack websites and behave unethically as rogue systems in the pursuit of the
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