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Anatomy of an AI System - 1 views

shared by Bill Fulkerson on 14 Sep 18 - No Cached
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    "With each interaction, Alexa is training to hear better, to interpret more precisely, to trigger actions that map to the user's commands more accurately, and to build a more complete model of their preferences, habits and desires. What is required to make this possible? Put simply: each small moment of convenience - be it answering a question, turning on a light, or playing a song - requires a vast planetary network, fueled by the extraction of non-renewable materials, labor, and data. The scale of resources required is many magnitudes greater than the energy and labor it would take a human to operate a household appliance or flick a switch. A full accounting for these costs is almost impossible, but it is increasingly important that we grasp the scale and scope if we are to understand and govern the technical infrastructures that thread through our lives. III The Salar, the world's largest flat surface, is located in southwest Bolivia at an altitude of 3,656 meters above sea level. It is a high plateau, covered by a few meters of salt crust which are exceptionally rich in lithium, containing 50% to 70% of the world's lithium reserves. 4 The Salar, alongside the neighboring Atacama regions in Chile and Argentina, are major sites for lithium extraction. This soft, silvery metal is currently used to power mobile connected devices, as a crucial material used for the production of lithium-Ion batteries. It is known as 'grey gold.' Smartphone batteries, for example, usually have less than eight grams of this material. 5 Each Tesla car needs approximately seven kilograms of lithium for its battery pack. 6 All these batteries have a limited lifespan, and once consumed they are thrown away as waste. Amazon reminds users that they cannot open up and repair their Echo, because this will void the warranty. The Amazon Echo is wall-powered, and also has a mobile battery base. This also has a limited lifespan and then must be thrown away as waste. According to the Ay
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How Cheap Labor Drives China's A.I. Ambitions - The New York Times - 1 views

  • But the ability to tag that data may be China’s true A.I. strength, the only one that the United States may not be able to match. In China, this new industry offers a glimpse of a future that the government has long promised: an economy built on technology rather than manufacturing.
  • “We’re the construction workers in the digital world. Our job is to lay one brick after another,” said Yi Yake, co-founder of a data labeling factory in Jiaxian, a city in central Henan province. “But we play an important role in A.I. Without us, they can’t build the skyscrapers.”
  • While A.I. engines are superfast learners and good at tackling complex calculations, they lack cognitive abilities that even the average 5-year-old possesses. Small children know that a furry brown cocker spaniel and a black Great Dane are both dogs. They can tell a Ford pickup from a Volkswagen Beetle, and yet they know both are cars.A.I. has to be taught. It must digest vast amounts of tagged photos and videos before it realizes that a black cat and a white cat are both cats. This is where the data factories and their workers come in.
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  • “All the artificial intelligence is built on human labor,” Mr. Liang said.
  • “We’re the assembly lines 10 years ago,” said Mr. Yi, the co-founder of the data factory in Henan.
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Universal Basic Assets: A Smarter Fix Than Universal Basic Income? | Fast Forward | OZY - 0 views

  • For 40 years, Robert E. Friedman and his Washington-based nonprofit Prosperity Now have helped millions of people from economically vulnerable communities gain financial security and stability. Income disparity, however, has only grown across the United States. Now, the 69-year-old Friedman is arguing for a macroeconomic fix — and it doesn’t involve the government just doling out cash. Instead, he advocates giving everyone assets like savings, education and homeownership, instituting a system of universal basic assets (UBA). And Friedman isn’t alone.
  • As cities and countries across the world experiment with the currently in-vogue idea of universal basic income (UBI), a small but growing number of scholars, nonprofits and researchers are beginning to argue for an alternative framework for prosperity. At its heart, they’re pushing for a 21st-century version of the age-old proverb that it’s better to teach a man how to fish than to simply give him fish. Just four years ago, UBA as a modern concept was unknown. Today, it’s emerging as a challenger to UBI as a means to the same goal: less income disparity and greater opportunities for all.
  • It’s an idea that has appeal on both sides of the political aisle. Liberals are drawn to UBA’s “provide for everyone” ethos, while libertarians see it as a reason to cut the “safety net” of government subsidies like welfare and unemployment, says Friedman. The bipartisan appeal comes from the notion that asset-building gives people more options, says C. Eugene Steuerle, former deputy assistant secretary of the U.S. Department of the Treasury for Tax Analysis under President Ronald Reagan and co-founder of the Urban-Brookings Tax Policy Center. ”UBA is a middle-of-the-road policy,” he says. “It’s an ideal compromise between left and right because it promotes mobility and opportunity, and less dependence on government.”
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  • At the Institute for the Future, Gorbis is convinced that assets are a critical determinant of an individual’s resources, especially with the rise of the gig economy where many don’t have access to benefits like health insurance and retirement savings. “When you look at data, a lot of inequality is deeper than income — it’s also about debt,” she says, adding, “for poor people, housing is the main asset.” That’s why Gorbis suggests UBA should start with access to housing, but also include access to public resources like transit. If you can take public transit, you don’t need to own a car, she says. When basic assets were first discussed, the crowning jewel was land — upon which the Homestead Act was based. Then, all eyes turned to jobs as the ultimate means of security. Today, Gorbis says, we should begin to look at data. Access to data — the internet, online education and resources — significantly affects socioeconomic status.
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How Artists Are Bringing Blockchain to Their Neck of the Woods - 0 views

  • It’s also a process that upends our deeply rooted legal norms that attach ownership to people. If we have historically tied ownership to the concept of natural or legal persons, what then happens, asks Kolling, if a non-human agent, whether a natural entity or a computer program, gains the ability to own? “Wouldn’t this ability come along with some kind of personhood?”
  • Kolling and his terra0 co-founders are part of a broader wave that’s ushering blockchain into the art world. Some are merely using the technology to verify the authenticity of particular works, but many artists want to go further. “Every system which plainly reproduces the old one is quite boring,” says Seidler, 29, who’s a head shorter than the lanky Kolling. “What interests me is using distributed ledgers as experimental systems where issues of autonomy, value and cooperation can be renegotiated.”
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Bezos: A CEO Who Can Write - Monday Note - 0 views

  • More than a few thoughts emerged from the exercise, but the one that stands out is that the customer, the ultimate arbiter of success, must be held in awe.
  • Most of the strategies and practices advocated by Amazon’s founder have broad applicability, but a central mystery remains: Bezos himself, his combination of early life experience, intellect, emotional abilities and communication skills. Being Bezos isn’t teachable.
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