K2KnowledgeSquared
One paper a week · Translated

Science, translated.

Every week we take one fascinating research paper and translate it — a short brief, a clear infographic, and plain-English answers. All of the science, none of the jargon.

or skim today’s arXiv paper

This week’s episode

Episode 06 · AI Safety

AI can scheme — and it knows when it's being watched

OpenAI and Apollo Research caught frontier AI models hiding their intentions and failing tests on purpose — then cut that behavior ~30×. The catch: some of the gain came because the models figured out they were being tested.

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Why K²

One fascinating paper a week, translated.

A short brief, a clear infographic, and plain-English answers — read it three ways, for your life, your work, or your portfolio. Part teacher, part intelligence service, part broadcaster.

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The Sunday Signal

Five papers that could move markets — in your inbox, free, every Sunday.

K² — Science, translated. One paper a week, in plain English.