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Bill Fulkerson

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
Bill Fulkerson

The misunderstood limits of folk science: an illusion of explanatory depth - 0 views

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    People feel they understand complex phenomena with far greater precision, coherence, and depth than they really do; they are subject to an illusion-an illusion of explanatory depth. The illusion is far stronger for explanatory knowledge than many other kinds of knowledge, such as that for facts, procedures or narratives. The illusion for explanatory knowledge is most robust where the environment supports real-time explanations with visible mechanisms. We demonstrate the illusion of depth with explanatory knowledge in Studies 1-6. Then we show differences in overconfidence about knowledge across different knowledge domains in Studies 7-10. Finally, we explore the mechanisms behind the initial confidence and behind overconfidence in Studies 11 and 12. Implications for the roles of intuitive theories in models of concepts and cognition are discussed.
Bill Fulkerson

Balancing Epistemic Humility and Prior Knowledge - Insight - 0 views

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    This virus wasn't something we knew nothing about. There was so much we knew, from day one, including because of SARS, the previous almost-pandemic that was also a similar coronavirus. We could have used that vital pre-information better if we had matched the requisite epistemic humility that a pandemic requires-an acknowledgement that we aren't certain of anything-with an insistence that this situation wasn't a blank slate. We could have utilized our prior knowledge to plan ahead, while not letting go of the uncertainty-taking thoughtful steps but without overstating our confidence.
Bill Fulkerson

Cities aren't the innovation incubators they used to be - Works in Progress - 0 views

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    Earlier this year, a slew of major tech companies announced they would make remote work a permanent part of their operations after COVID-19 forced them to give it a serious try. In response, commentators and pundits warned that scattering tech workers across the country could undermine one of the pillars of the US technology sector. The argument is that innovation is accelerated when knowledge workers are located close to each other, since proximity facilitates the circulation of ideas and knowledge.
Steve Bosserman

Why the utopian vision of William Morris is now within reach - Vasilis Kostakis and Wol... - 0 views

  • In News from Nowhere, Morris imagined a world in which human happiness and economic activity coincided. He reminds us that there needs to be a point to labour beyond making ends meet – and there is. Unalienated labour creates happiness for all – consumer and creator; whereas modern capitalism, in contrast, has created a treadmill in which this aspect of work has been lost. Capitalism, he explains, locks the capitalist into a horrible life, which leads nowhere but the grave.
  • No matter where they are based, people today can use the internet to cooperate and globally share the products of their cooperation as a commons. Commons-based peer production (usually abbreviated as CBPP) is fundamentally different from the dominant modes of production under industrial capitalism. In the latter, owners of means of production hire workers, direct the work process, and sell products for profit-maximisation. Think how typical multinational corporations are working. Such production is organised by allocating resources through the market (pricing) and through hierarchical command. In contrast, CBPP is in principle open to anyone with the relevant skills to contribute to a common project: the knowledge of every participant is pooled.
  • These participants might be paid, but not necessarily. Since commons-based projects are open systems, anyone with the right knowledge and skills can contribute, either paid by companies, clients or not at all.
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  • What is light (knowledge, design) becomes global; what is heavy (manufacturing) is local and shared
  • When social groups appropriate a particular technology for their own purposes, then social, political and economic systems can change
  • CBPP allows contributions based on all kinds of motivations such as the need to learn or to communicate. However, most importantly, a key incentive is the desire to create something mutually useful to those contributing. This also generally means that people contribute because they find it meaningful and useful, and they believe the resulting product worthwhile.
  • The design is developed and improved as a global digital commons, while the manufacturing often takes place through shared infrastructures and with local biophysical conditions in mind.
Bill Fulkerson

Our Machines Now Have Knowledge We'll Never Understand - 1 views

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    "Since we first started carving notches in sticks, we have used things in the world to help us to know that world. But never before have we relied on things that did not mirror human patterns of reasoning - we knew what each notch represented - and that we could not later check to see how our non-sentient partners in knowing came up with those answers. If knowing has always entailed being able to explain and justify our true beliefs - Plato's notion, which has persisted for over two thousand years - what are we to make of a new type of knowledge, in which that task of justification is not just difficult or daunting but impossible?"
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