Incredibly entertaining book with hauntingly beautiful writing. The largest and most addictive part tells the story of John von Neumann through the fictionalised accounts of those closest to him.
The manic speed at which it moves and the feverish eulogising of intelligences both human and artificial blur into a mixture of fear and excitement at the wonders and dangers of scientific progress. It reminded me a little of The Last Days of Night by Graham Moore, which had a similar “along for the ride” feel to it.
It’s split into three parts: The Discovery of the Irrational, which focuses on Paul Ehrenfest; The Mad Dreams of Reason, which contains accounts of John von Neumann; and finally The Delusions of Artifical Intelligence, which tells the story of DeepMind’s AlphaGo and it’s conquest of complex games.
Highlights
The Discovery of the Irrational
016
"I know that you see it as well as I do, but most of the time I feel alone, as if I were the only human being bearing witness to how far we have fallen. We lie on our knees, praying to the wrong god, a childish deity who hides at the center of a corrupted world that he can neither govern nor understand. Or is it that we have made him ourselves, in our own fetid image, but then forgotten we have done so, as young boys birth the monsters and demons who haunt their dreams, without ever realizing that they have only themselves to blame?"
016
His memories, his past, his family and friends, all those ties and treasured reveries now belonged to some other person, a man whom he would sometimes catch a glimpse of in the mirror—pint sized, bespectacled, and heavyset, with spiky hair cut short and a thick mustache over buck-teeth that looked as if they were shying away from each other—and whom he failed to recognize.
The Mad Dreams of Reason
Eugene Wigner
047
There are two kinds of people in this world: Jancsi von Neumann and the rest of us.
049
He told me that he had known, right there and then, that von Neumann would change the world, even if he could not imagine how. I asked him what had led him to believe something so outlandish, and he said that no sooner had he laid eyes on my friend's enormous head than he had felt in the presence of something completely Other.
054
I have often wondered about the consciousness of animals, how it must be more shadowy than ours, more dreamlike and fleeting, small thoughts like half-burned candles, their outlines never fully formed. And perhaps that is also the case for many of us who must strain to think with clarity.
Theodore von Kármán
076
There are as many gods as there are people who believe in them, and the so-called human sciences are no better than philosophy, just mindless games played with meaningless words. Mathematics is different. It has always been held up as a torch, the true light of reason, blinding and unquestionable.
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