
AI will transform our world in deep and unexpected ways. We must understand our options to rethink our goals.
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Intelligence is a resource, not an entity. Superintelligent-level capabilities can be steered through structured workflows, without autonomous agents pursuing their own agendas. The implications are far-reaching: AI expands implementation...
Complex ideas often require conditions and qualifiers to remain true. When these ideas are rounded off to something simpler (as always happens when ideas spread), the effects vary: Sometimes, a con...
Renamed and substantially revised (24 January 2026)
When we think about advanced AI systems, we naturally draw on our experience with the only intelligent systems we’ve known: biological organisms, in...
Most AI research pursues incremental advances — efficiency gains, domain extensions, specific capabilities. Groups seeking transformation typically bet on conceptual breakthroughs or brute scaling. Few tackle the implementation-heavy path:...
Automating routine tasks expands possibilities. Before automatic differentiation, deep learning practitioners derived and implemented gradients by hand for each model family, a laborious and error-prone process. When Theano and its successo...
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The writers behind this newsletter.
I’m a researcher at Oxford focused on prospects for the coming transition in technology and world affairs.
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