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Steve Bosserman

Specifying AI safety problems in simple environments | DeepMind - 0 views

deepmind.com/...specifying-ai-safety-problems

machine learning safety artificial intelligence

shared by Steve Bosserman on 01 Oct 18 - No Cached
  • Steve Bosserman on 01 Oct 18
     
    "As AI systems become more general and more useful in the real world, ensuring they behave safely will become even more important. To date, the majority of technical AI safety research has focused on developing a theoretical understanding about the nature and causes of unsafe behaviour. Our new paper builds on a recent shift towards empirical testing (see Concrete Problems in AI Safety) and introduces a selection of simple reinforcement learning environments designed specifically to measure 'safe behaviours'."
Bill Fulkerson

JFI | Reweaving the Safety Net: The Best Fit for Guaranteed Income - 0 views

www.jainfamilyinstitute.org/...best-fit-for-guaranteed-income

safety income ubi

shared by Bill Fulkerson on 29 Jan 21 - No Cached
  • Bill Fulkerson on 29 Jan 21
     
    This paper examines an optimal design for guaranteed income in the real-world national context, considering how a new cash transfer policy can be designed, and how it could best pair with or replace existing social safety net programs.
Bill Fulkerson

Anatomy of an AI System - 1 views

anatomyof.ai

AI amazon

shared by Bill Fulkerson on 14 Sep 18 - No Cached
  • Bill Fulkerson on 14 Sep 18
     
    "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
Bill Fulkerson

An ex-military contractor working for Google X collapsed on the job, and his coworkers ... - 0 views

www.businessinsider.com.au/ee-collapsed-on-the-job-2017-3

culture job work

shared by Bill Fulkerson on 04 Apr 17 - No Cached
  • Bill Fulkerson on 04 Apr 17
     
    "From the testers' point of view, they had loads of experience with sophisticated aircraft. They wanted clear rules, better safety protocols, and reasonable work expectations from the Project Wing managers. At the same time, some members of the flight-testing crew felt like their expertise on how to accomplish their mission was being dismissed, people told us. In contrast, some of the team's managers felt as if the crew's skills with combat aeroplanes and military drones made them somewhat overqualified and their ideas overkill for the task at hand, according to a person close to the company. It was a disconnect between two groups with very different mentalities about how to get things done."
Steve Bosserman

Falling through the gaps: insecure work and the social safety net | openDemocracy - 0 views

www.opendemocracy.net/...ure-work-and-social-safety-net

work value labor market

shared by Steve Bosserman on 10 May 17 - No Cached
  • There is scope, in better delivery of work support, to challenge the atomisation and isolation of workers and the loss of social capital and networks of new working models. The precarity of insecure work needs to be addressed, rather than exacerbated, by the systems set up to support people through their working lives. In roles where working hours are flexible or unpredictable, the division between private and public lives can be complex. The interaction between the individual and the state needs to understand that complexity and support people to navigate through their working lives rather than leaving them without a compass or adequate map.
  • Steve Bosserman on 10 May 17
     
    Rationale for a time-based economy...
Bill Fulkerson

Scientists introduce rating system to assess quality of evidence for policy - 0 views

phys.org/...s-quality-evidence-policy.html

policy quality scientists rating evidence

shared by Bill Fulkerson on 15 Jun 20 - No Cached
  • Bill Fulkerson on 15 Jun 20
     
    The COVID-19 pandemic has underscored the critical need for robust scientific evidence to support policy decisions, such as around the effectiveness of various social distancing measures and the safety of drug therapies. Yet this need arises at a time of growing misinformation and poorly vetted facts repeated by influential sources. To address this gap, a group of scientists led by Kai Ruggeri, a professor at Columbia University Mailman School of Public Health, and James Green, chief scientist at NASA, has introduced a new framework to help set standards for the quality of evidence used in policymaking.
Steve Bosserman

Jane Jacobs's Theories on Urban Planning-and Democracy in America - The Atlantic - 0 views

www.theatlantic.com/...501104

democracy urban design ecosystems diversity neighborhoods

shared by Steve Bosserman on 17 Nov 16 - No Cached
  • Urban life was Jacobs’s great subject. But her great theme was the fragility of democracy—how difficult it is to maintain, how easily it can crumble. A city offered the perfect laboratory in which to study democracy’s intricate, interconnected gears and ballistics. “When we deal with cities,” she wrote in The Death and Life of Great American Cities (1961), “we are dealing with life at its most complex and intense.” When cities succeed, they represent the purest manifestation of democratic ideals: “Cities have the capability of providing something for everybody, only because, and only when, they are created by everybody.” When cities fail, they fail for the same reasons democracies fail: corruption, tyranny, homogenization, overspecialization, cultural drift and atrophy.
  • I was encouraged to believe that simple conformity results in stagnation for a society, and that American progress has been largely owing to the opportunity for experimentation, the leeway given initiative, and to a gusto and a freedom for chewing over odd ideas. I was taught that the American’s right to be a free individual, not at the mercy of the state, was hard-won and that its price was eternal vigilance, that I too would have to be vigilant.
  • Her 1,500-word speech, a version of which appears in Vital Little Plans, became the basis for The Death and Life of Great American Cities. Her main argument was Kirk’s: Small neighborhood stores, ignored by the planners in their grim demolition derby, were essential social hubs. She added that sidewalks, stoops, laundries, and mailbox areas were also indispensable centers of community activity, and that sterile, vacant outdoor space served nobody. “The least we can do,” she said, “is to respect—in the deepest sense—strips of chaos that have a weird wisdom of their own.”
  • ...5 more annotations...
  • Reduced to a word, Jacobs’s argument is that a city, or neighborhood, or block, cannot succeed without diversity: diversity of residential and commercial use, racial and socioeconomic diversity, diversity of governing bodies (from local wards to state agencies), diverse modes of transportation, diversity of public and private institutional support, diversity of architectural style. Great numbers of people concentrated in relatively small areas should not be considered a health or safety hazard; they are the foundation of a healthy community. Dense, varied populations are “desirable,” Jacobs wrote,
  • Madison argued that as you increase the “variety of parties and interests” contained within a republic, “you make it less probable that a majority of the whole will have a common motive to invade the rights of other citizens.”
  • “We need all kinds of diversity,” Jacobs concluded in Death and Life, “so the people of cities can sustain (and further develop) their society and civilization.”
  • In her comparative study of fallen empires, Jacobs identifies common early indicators of decline: “cultural xenophobia,” “self-imposed isolation,” and “a shift from faith in logos, reason, with its future-oriented spirit … to mythos, meaning conservatism that looks backwards to fundamentalist beliefs for guidance and a worldview.” She warns of the profligate use of plausible denial in American politics, the idea that “a presentable image makes substance immaterial,” allowing political campaigns “to construct new reality.” She finds further evidence of our hardening cultural sclerosis in the rise of the prison-industrial complex, the prioritization of credentials over critical thinking in the educational system, low voter turnout, and the reluctance to develop renewable forms of energy in the face of global ecological collapse.
  • In the foreword to the 1992 Modern Library edition of Death and Life, Jacobs likens cities to natural ecosystems. “Both types of ecosystems,” she writes, “require much diversity to sustain themselves … and because of their complex interdependencies of components, both kinds of ecosystems are vulnerable and fragile, easily disrupted or destroyed.”
Steve Bosserman

Universal Basic Assets: A Smarter Fix Than Universal Basic Income? | Fast Forward | OZY - 0 views

www.ozy.com/...90019

universal basic assets uba income disparity

shared by Steve Bosserman on 01 Dec 18 - No Cached
  • 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.”
  • ...1 more annotation...
  • 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.
Steve Bosserman

Why Didn't America Become Part of the Modern World? - 0 views

eand.co/-the-modern-world-dac6d65e9015

failed state modernity usa poverty

shared by Steve Bosserman on 09 Jul 18 - No Cached
  • Now you know what modernity is. It’s the idea that poverty causes ruin, and so the primary job of a modern society is to eliminate poverty, of all kinds, to give people decent lives at a bare minimum — and a social contract which does all that. Hence, Europe became a place rich in public goods, like healthcare, media, finance, transport, safety nets, etcetera, things which all people enjoy, which secure the basics of a good life — all the very same things you intuitively think of when you think of a “modern society” — but America didn’t.
  • So in America, poverty wasn’t seen as a social bad or ill — it was seen as a necessary way to discipline, punish, and control those with a lack of virtue, a deficit of strength, to, by hitting them with its stick, to inculcate the virtues of hard work, temperance, industriousness, and above all, self-reliance. The problem, of course, was that the great lesson of history was that none of this was true — poverty didn’t lead to virtue. It only led to ruin.
  • So here America is. Modernity’s first failed state. The rich nation which never cared to join the modern world, too busy believing that poverty would lead to virtue, not ruin. Now life is a perpetual, crushing, bruising battle, in which the stakes are life or death — and so people take out their bitter despair and rage by putting infants on trial. History is teaching us the same lesson, all over again. Americans might not even learn it the second time around. But the world, laughing in horror, in astonishment, in bewilderment, should.
Steve Bosserman

For better AI, diversify the people building it - 0 views

www.technologyreview.com/...versify-the-people-building-it

diversity artificial intelligence

shared by Steve Bosserman on 31 Mar 18 - No Cached
  • Lyons announced the Partnership on AI’s first three working groups, which are dedicated to fair, transparent, and accountable AI; safety-critical AI; and AI, labor, and the economy. Each group will have a for-profit and nonprofit chair and aim to share its results as widely as possible. Lyons says these groups will be like a “union of concerned scientists.” “A big part of this is on us to really achieve inclusivity,” she says. Tess Posner, the executive director of AI4ALL, a nonprofit that runs summer programs teaching AI to students from underrepresented groups, showed why training a diverse group for the next generation of AI workers is essential. Currently, only 13 percent of AI companies have female CEOs, and less than 3 percent of tenure-track engineering faculty in the US are black. Yet an inclusive workforce may have more ideas and can spot problems with systems before they happen, and diversity can improve the bottom line. Posner pointed out a recent Intel report saying diversity could add $500 billion to the US economy.
  • “It’s good for business,” she says. These weren’t the first presentations at EmTech Digital by women with ideas on fixing AI. On Monday, Microsoft researcher Timnit Gebru presented examples of bias in current AI systems, and earlier on Tuesday Fast.ai cofounder Rachel Thomas talked about her company’s free deep-learning course and its effort to diversify the overall AI workforce. Even with the current problems achieving diversity, there are more women and people of color that could be brou
  • ght into the workforce.
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