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Fenworth owned a world-famous library. More rooms held books than beds. Pillows stuffed in niches and comfortable chairs scattered throughout each room offered abundant paces to curl up and read.

But life is fragile. Earth’s occasional encounters with large, wayward comets and asteroids, a formerly common event, wreaks intermittent havoc upon our ecosystem. A mere sixty-five million years ago (less than two percent of Earth’s past), a ten-trillion-ton asteroid hit what is now the Yucatan Peninsula and obliterated more than seventy percent of Earth’s flora and fauna—including all the famous outsized dinosaurs. Extinction. This ecological catastrophe enabled our mammal ancestors to fill freshly vacant niches, rather than continue to serve as hors d’oeuvres for T. rex. One big-brained branch of these mammals, that which we call primates, evolved a genus and species (Homo sapiens) with sufficient intelligence to invent methods and tools of science—and to deduce the origin and evolution of the universe.

Minsky was an ardent supporter of the Cyc project, the most notorious failure in the history of AI. The goal of Cyc was to solve AI by entering into a computer all the necessary knowledge. When the project began in the 1980s, its leader, Doug Lenat, confidently predicted success within a decade. Thirty years later, Cyc continues to grow without end in sight, and commonsense reasoning still eludes it. Ironically, Lenat has belatedly embraced populating Cyc by mining the web, not because Cyc can read, but because there’s no other way. Even if by some miracle we managed to finish coding up all the necessary pieces, our troubles would be just beginning. Over the years, a number of research groups have attempted to build complete intelligent agents by putting together algorithms for vision, speech recognition, language understanding, reasoning, planning, navigation, manipulation, and so on. Without a unifying framework, these attempts soon hit an insurmountable wall of complexity: too many moving parts, too many interactions, too many bugs for poor human software engineers to cope with. Knowledge engineers believe AI is just an engineering problem, but we have not yet reached the point where engineering can take us the rest of the way. In 1962, when Kennedy gave his famous moon-shot speech, going to the moon was an engineering problem. In 1662, it wasn’t, and that’s closer to where AI is today. In industry, there’s no sign that knowledge engineering will ever be able to compete with machine learning outside of a few niche areas. Why pay experts to slowly and painfully encode knowledge into a form computers can understand, when you can extract it from data at a fraction of the cost? What about all the things the experts don’t know but you can discover from data? And when data is not available, the cost of knowledge engineering seldom exceeds the benefit. Imagine if farmers had to engineer each cornstalk in turn, instead of sowing the seeds and letting them grow: we would all starve.

was twenty-four and suddenly famous in the niche world of true crime, which was increasingly coming to feel like the only world that really mattered.

Rodolphe Salis was a tall, red-headed bohemian with a coppery beard and boundless charisma. He had tried and failed to make a success of several different careers, including painting decorations for a building in Calcutta. But by 1881 he was listless and creatively frustrated, uncertain where his niche might lie. More pressingly, he was desperate to secure a steady income. But then he had the ingenious idea to turn the studio which he rented, a disused post office on the resolutely working-class Boulevard de Rochechouart, into a cabaret with a quirky, artistic bent. He was not the first to attempt such a venture: La Grande Pinte on the Avenue Trudaine had been uniting artists and writers to discuss and give spontaneous performances for several years. But Salis was determined that his initiative would be different – and better. A fortuitous meeting ensured that it was. Poet Émile Goudeau was the founder of the alternative literary group the Hydropathes (‘water-haters’ – meaning that they preferred wine or beer). After meeting Goudeau in the Latin Quarter and attending a few of the group’s gatherings, Salis became convinced that a more deliberate form of entertainment than had been offered at La Grande Pinte would create a venue that was truly innovative – and profitable. The Hydropathe members needed a new meeting place, and so Salis persuaded Goudeau to rally his comrades and convince them to relocate from the Latin Quarter to his new cabaret artistique. They would be able to drink, smoke, talk and showcase their talents and their wit. Targeting an established group like the Hydropathes was a stroke of genius on Salis’s part. Baptising his cabaret Le Chat Noir after the eponymous feline of Edgar Allan Poe’s story, he made certain that his ready-made clientele were not disappointed. Everything about the ambience and the decor reflected Salis’s unconventional, anti-establishment approach, an ethos which the Hydropathes shared. A seemingly elongated room with low ceilings was divided in two by a curtain. The front section was larger and housed a bar for standard customers. But the back part of the room (referred to as ‘L’Institut’) was reserved exclusively for artists. Fiercely proud of his locality, Salis was adamant that he could make Montmartre glorious. ‘What is Montmartre?’ Salis famously asked. ‘Nothing. What should it be? Everything!’ Accordingly, Salis invited artists from the area to decorate the venue. Adolphe Léon Willette painted stained-glass panels for the windows, while Théophile-Alexandre Steinlen created posters. And all around, a disorientating mishmash of antiques and bric-a-brac gave the place a higgledy-piggledy feel. There was Louis XIII furniture, tapestries and armour alongside rusty swords; there were stags’ heads and wooden statues nestled beside coats of arms. It was weird, it was wonderful and it was utterly bizarre – the customers loved it.

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