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A clear-eyed look at how AI can complement (rather than eliminate) human jobs, with real-world examples from companies that range from Netflix to Walmart.Descriptions of AI's possible effects on businesses and their employees cycle between utopian hype and alarmist doomsaying. This book from MIT Sloan Management Review avoids both these extremes, providing instead a clear-eyed look at how AI can complement (rather than eliminate) human jobs, with real-world examples from companies that range from Netflix to Walmart. The contributors show that organizations can create business value with AI by cooperating with it rather than relinquishing control to it. The smartest companies know that they don't need AI that mimics humans because they already have access to resources with human capability—actual humans.The book acknowledges the prominent role of such leading technology companies as Facebook, Apple, Amazon, Netflix, and Google in applying AI to their businesses, but it goes beyond the FAANG cohort to look at AI applications in many nontechnology companies, including DHL and Fidelity. The chapters address such topics as retraining workers (who may be more ready for change than their companies are); the importance of motivated and knowledgeable leaders; the danger that AI will entrench less-than-ideal legacy processes; ways that AI could promote gender equality and diversity; AI and the global loneliness epidemic; and the benefits of robot-human collaboration. ContributorsCynthia M. Beath, Megan Beck, Joe Biron, Erik Brynjolfsson, Jacques Bughin, Rumman Chowdhury, Paul R. Daugherty, Thomas H. Davenport, Chris DeBrusk, Berkeley J. Dietvorst, Janet Foutty, James R. Freeland, R. Edward Freeman, Julian Friedland, Lynda Gratton, Francis Hintermann, Vivek Katyal, David Kiron, Frieda Klotz, Jonathan Lang, Barry Libert, Paul Michelman, Daniel Rock, Sam Ransbotham, Jeanne W. Ross, Eva Sage-Gavin, Chad Syverson, Monideepa Tarafdar, Gregory Unruh, Madhu Vazirani, H. James Wilson

Key concepts, definitions, examples, and historical contexts for understanding smart cities, along with discussions of both drawbacks and benefits of this approach to urban problems.Over the past ten years, urban planners, technology companies, and governments have promoted smart cities with a somewhat utopian vision of urban life made knowable and manageable through data collection and analysis. Emerging smart cities have become both crucibles and showrooms for the practical application of the Internet of Things, cloud computing, and the integration of big data into everyday life. Are smart cities optimized, sustainable, digitally networked solutions to urban problems? Or are they neoliberal, corporate-controlled, undemocratic non-places? This volume in the MIT Press Essential Knowledge series offers a concise introduction to smart cities, presenting key concepts, definitions, examples, and historical contexts, along with discussions of both the drawbacks and the benefits of this approach to urban life.After reviewing current terminology and justifications employed by technology designers, journalists, and researchers, the book describes three models for smart city development—smart-from-the-start cities, retrofitted cities, and social cities—and offers examples of each. It covers technologies and methods, including sensors, public wi-fi, big data, and smartphone apps, and discusses how developers conceive of interactions among the built environment, technological and urban infrastructures, citizens, and citizen engagement. Throughout, the author—who has studied smart cities around the world—argues that smart city developers should work more closely with local communities, recognizing their preexisting relationship to urban place and realizing the limits of technological fixes. Smartness is a means to an end: improving the quality of urban life.

An accessible guide to the ideas and technologies underlying such applications as GPS, Google Maps, Pokemon Go, ride-sharing, driverless cars, and drone surveillance.

Essays, conversations, and artist portfolios confront questions at the intersection of race, institutional life, and representation.

An exploration of quantum entanglement and the ways in which it contradicts our everyday assumptions about the ultimate nature of reality.Quantum physics is notable for its brazen defiance of common sense. (Think of Schrödinger's Cat, famously both dead and alive.) An especially rigorous form of quantum contradiction occurs in experiments with entangled particles. Our common assumption is that objects have properties whether or not anyone is observing them, and the measurement of one can't affect the other. Quantum entanglement—called by Einstein "spooky action at a distance”—rejects this assumption, offering impeccable reasoning and irrefutable evidence of the opposite. Is quantum entanglement mystical, or just mystifying? In this volume in the MIT Press Essential Knowledge series, Jed Brody equips readers to decide for themselves. He explains how our commonsense assumptions impose constraints—from which entangled particles break free.Brody explores such concepts as local realism, Bell's inequality, polarization, time dilation, and special relativity. He introduces readers to imaginary physicists Alice and Bob and their photon analyses; points out that it's easier to reject falsehood than establish the truth; and reports that some physicists explain entanglement by arguing that we live in a cross-section of a higher-dimensional reality. He examines a variety of viewpoints held by physicists, including quantum decoherence, Niels Bohr's Copenhagen interpretation, genuine fortuitousness, and QBism. This relatively recent interpretation, an abbreviation of "quantum Bayesianism,” holds that there's no such thing as an absolutely accurate, objective probability "out there,” that quantum mechanical probabilities are subjective judgments, and there's no "action at a distance,” spooky or otherwise.

An analysis of convergent evolution from molecules to ecosystems, demonstrating the limited number of evolutionary pathways available to life.

How to become a parallel programmer by learning the twenty-one essential components of OpenMP.This book guides readers through the most essential elements of OpenMP—the twenty-one components that most OpenMP programmers use most of the time, known collectively as the "OpenMP Common Core.” Once they have mastered these components, readers with no prior experience writing parallel code will be effective parallel programmers, ready to take on more complex aspects of OpenMP. The authors, drawing on twenty years of experience in teaching OpenMP, introduce material in discrete chunks ordered to support effective learning. OpenMP was created in 1997 to make it as simple as possible for applications programmers to write parallel code; since then, it has grown into a huge and complex system. The OpenMP Common Core goes back to basics, capturing the inherent simplicity of OpenMP. After introducing the fundamental concepts of parallel computing and history of OpenMP's development, the book covers topics including the core design pattern of parallel computing, the parallel and worksharing-loop constructs, the OpenMP data environment, and tasks. Two chapters on the OpenMP memory model are uniquely valuable for their pedagogic approach. The key for readers is to work through the material, use an OpenMP-enabled compiler, and write programs to experiment with each OpenMP directive or API routine as it is introduced. The book's website, updated continuously, offers a wide assortment of programs and exercises.

How the environmental provisions in US preferential trade agreements affect both the environmental policies of trading partners and the effectiveness of multilateral environmental agreements.As trade negotiations within the World Trade Organization seem permanently stalled, countries turn increasingly to preferential trade agreements (PTAs) between smaller groups of nations. Many of these PTAs incorporate environmental provisions, some of which require trading partners to enact new domestic environmental laws, and use the enforcement mechanisms available within trade agreements as tools for environmental protection. In Greening through Trade, Sikina Jinnah and Jean-Frédéric Morin provide the first detailed examination of how the environmental provisions in US preferential trade agreements affect both the environmental policies of trading partners and the effectiveness of multilateral environmental agreements. They do so through a combination of in-depth qualitative case studies and quantitative analysis of an original dataset of 688 global PTAs. Jinnah and Morin explore the effects of linkages between PTAs and environmental treaties and the diffusion of environmental norms and policy through PTAs. Centrally, they argue that US trade agreements can serve as mechanisms both to export environmental policies to trading partner nations and third-party countries and to enhance the effectiveness of multilateral environmental agreements by strengthening their enforcement capacity. They caution that PTAs are not a panacea for environmental governance; deeper problems of unsustainable consumption and differential power dynamics between trading partners must be carefully navigated in deploying trade agreements for environmental protection.

The kaleidoscope, the stereoscope, and other nineteenth-century optical toys analyzed as "new media” of their era, provoking anxieties similar to our own about children and screens.In the nineteenth century, the kaleidoscope, the thaumatrope, the zoetrope, the stereoscope, and other optical toys were standard accessories of a middle-class childhood, used both at home and at school. In Playful Visions, Meredith Bak argues that the optical toys of the nineteenth century were the "new media” of their era, teaching children to be discerning consumers of media—and also provoking anxieties similar to contemporary worries about children's screen time. Bak shows that optical toys—which produced visual effects ranging from a moving image to the illusion of depth—established and reinforced a new understanding of vision as an interpretive process. At the same time, the expansion of the middle class as well as education and labor reforms contributed to a new notion of childhood as a time of innocence and play. Modern media culture and the emergence of modern Western childhood are thus deeply interconnected.Drawing on extensive archival research, Bak discusses, among other things, the circulation of optical toys, and the wide visibility gained by their appearance as printed templates and textual descriptions in periodicals; expanding conceptions of literacy, which came to include visual acuity; and how optical play allowed children to exercise a sense of visual mastery. She examines optical toys alongside related visual technologies including chromolithography—which inspired both chromatic delight and chromophobia. Finally, considering the contemporary use of optical toys in advertising, education, and art, Bak analyzes the endurance of nineteenth-century visual paradigms.

The travels of Ijon Tichy, a Gulliver of the space age, who encounters faulty time machines, intelligent washing machines, suicidal potatoes, and other puzzling phenomena.Memoirs of a Space Traveler follows the adventures of Ijon Tichy, a Gulliver of the space age, who leads readers through strange experiments involving, among other puzzling phenomena, faulty time machines, intelligent washing machines, and suicidal potatoes. The scientists Tichy encounters make plans that are grandiose, and strike bargains that are Faustian. They pursue humanity's greatest and most ancient obsessions: immortality, artificial intelligence, and top-of-the-line consumer items.By turns satirical, philosophical, and absurd, these stories express the most starkly original and prescient notions of a master of speculative fiction.

An early realist novel by Stanislaw Lem, taking place in a Polish psychiatric hospital during World War II.Taking place within the confines of a psychiatric hospital, Stanislaw Lem's The Hospital of the Transfiguration tells the story of a young doctor working in a Polish asylum during World War II. At first the asylum seems like a bucolic refuge, but a series of sinister encounters and incidents reveal an underlying brutality. The doctor begins to seek relief in the strange conversation of the poet Sekulowski, who is posing as a patient in a bid for safety from the occupying German forces. Meanwhile, Resistance fighters stockpile weapons in the surrounding woods. A very early work by Lem, The Hospital of the Transfiguration is partly autobiographical, drawing on the author's experiences as a medical student. Written in 1948, it was suppressed by Polish censors and not published until 1955. The censorship of this realist novel is partly what led Lem to focus on science fiction and nonfiction for the rest of his career.

An astronaut returns to Earth after a ten-year mission and finds a society that he barely recognizes.Stanislaw Lem's Return from the Stars recounts the experiences of Hal Bregg, an astronaut who returns from an exploratory mission that lasted ten years—although because of time dilation, 127 years have passed on Earth. Bregg finds a society that he hardly recognizes, in which danger has been eradicated. Children are "betrizated” to remove all aggression and violence—a process that also removes all impulse to take risks and explore. The people of Earth view Bregg and his crew as "resuscitated Neanderthals,” and pressure them to undergo betrization. Bregg has serious difficulty in navigating the new social mores.While Lem's depiction of a risk-free society is bleak, he does not portray Bregg and his fellow astronauts as heroes. Indeed, faced with no opposition to his aggression, Bregg behaves abominably. He is faced with a choice: leave Earth again and hope to return to a different society in several hundred years, or stay on Earth and learn to be content. With Return from the Stars, Lem shows the shifting boundaries between utopia and dystopia.

The second edition of a comprehensive account of all the major aspects of the Japanese economy, substantially updated and expanded.This textbook offers a comprehensive, rigorous but accessible account of all the major aspects of the Japanese economy, grounding its approach in mainstream economics. The second edition has been extensively revised and substantially updated, with new material that covers Japan's period of economic stagnation between 1991 and 2010. The first edition, published in 1992, focused on Japan as a success story of catch-up economic development; this edition reflects the lessons learned from Japan's Lost Two Decades.After presenting the historical background, the book begins with macroeconomics, studying growth and business cycles. It then covers essential policy issues, with new material that takes into account the Japanese banking crisis of 1997-1998 and the global financial crisis of 2008-2009, discussing financial regulation, monetary policy, and fiscal policy. It goes on to examine saving, demography, and social security in light of Japan's ongoing demographic transition; industrial organization; labor markets; international trade and international finance; and the Japan-U.S. relationship. A new chapter offers a detailed analysis of the Lost Two Decades, synthesizing and applying concepts discussed in previous chapters and offering insights into such issues as successful catch-up growth, demographic shifts, and credit booms and busts.

Original, action-oriented humanist practices for interpreting and intervening in the city: a new methodology at the intersection of the humanities, design, and urban studies.Urban humanities is an emerging field at the intersection of the humanities, urban planning, and design. It offers a new approach not only for understanding cities in a global context but for intervening in them, interpreting their histories, engaging with them in the present, and speculating about their futures. This book introduces both the theory and practice of urban humanities, tracing the evolution of the concept, presenting methods and practices with a wide range of research applications, describing changes in teaching and curricula, and offering case studies of urban humanities practices in the field.Urban humanities views the city through a lens of spatial justice, and its inquiries are centered on the microsettings of everyday life. The book's case studies report on real-world projects in mega-cities in the Pacific Rim—Tokyo, Shanghai, Mexico City, and Los Angeles—with several projects described in detail, including playful spaces for children in car-oriented Mexico City, a commons in a Tokyo neighborhood, and a rolling story-telling box to promote "literary justice” in Los Angeles.

How the US Environmental Protection Agency designed the governance of risk and forged its legitimacy over the course of four decades.The US Environmental Protection Agency was established in 1970 to protect the public health and environment, administering and enforcing a range of statutes and programs. Over four decades, the EPA has been a risk bureaucracy, formalizing many of the methods of the scientific governance of risk, from quantitative risk assessment to risk ranking. Demortain traces the creation of these methods for the governance of risk, the controversies to which they responded, and the controversies that they aroused in turn. He discusses the professional networks in which they were conceived; how they were used; and how they served to legitimize the EPA. Demortain argues that the EPA is structurally embedded in controversy, resulting in constant reevaluation of its credibility and fueling the evolution of the knowledge and technologies it uses to produce decisions and to create a legitimate image of how and why it acts on the environment. He describes the emergence and institutionalization of the risk assessment-risk management framework codified in the National Research Council's Red Book, and its subsequent unraveling as the agency's mission evolved toward environmental justice, ecological restoration, and sustainability, and as controversies over determining risk gained vigor in the 1990s. Through its rise and fall at the EPA, risk decision-making enshrines the science of a bureaucracy that learns how to make credible decisions and to reform itself, amid constant conflicts about the environment, risk, and its own legitimacy.

A short history of cynicism, from the fearless speech of the ancient Greeks to the jaded negativity of the present.Everyone''s a cynic, yet few will admit it. Today''s cynics excuse themselves half-heartedly—“I hate to be a cynic, but..."—before making their pronouncements. Narrowly opportunistic, always on the take, contemporary cynicism has nothing positive to contribute. The Cynicism of the ancient Greeks, however, was very different. This Cynicism was a marginal philosophy practiced by a small band of eccentrics. Bold and shameless, it was committed to transforming the values on which civilization depends. In this volume of the MIT Press Essential Knowledge series, Ansgar Allen charts the long history of cynicism, from the “fearless speech” of Greek Cynics in the fourth century BCE to the contemporary cynic''s lack of social and political convictions.Allen describes ancient Cynicism as an improvised philosophy and a way of life disposed to scandalize contemporaries, subjecting their cultural commitments to derision. He chronicles the subsequent “purification” of Cynicism by the Stoics; Renaissance and Enlightenment appropriations of Cynicism, drawing on the writings of Shakespeare, Rabelais, Rousseau, de Sade, and others; and the transition from Cynicism (the philosophy) to cynicism (the modern attitude), exploring contemporary cynicism from the perspectives of its leftist, liberal, and conservative critics. Finally, he considers the possibility of a radical cynicism that admits and affirms the danger it poses to contemporary society.

Experts discuss the potential of early intervention to transform outcomes for people with mental disorders.Mental illness represents one of the largest disease burdens worldwide, yet treatments have been largely ineffective in improving the quality of life for millions of affected individuals—in part because approaches taken have focused on late-stage disorders in adulthood. This volume shifts the focus by placing the developmental stage of "youth” at the center of mental health. The contributors challenge current nosology, explore mechanisms that underlie the emergence of mental disorders, and propose a framework to guide early intervention. Offering recommendations for the future, the book holds that early intervention in youth has the potential to transform outcomes for people with mental disorders and to reconfigure the landscape of mental health.The contributors discuss epidemiology, classification, and diagnostic issues, including the benefits of clinical staging; the context for emerging mental disorders, including both biological and sociocultural processes; biological mechanisms underlying risk for psychopathology, including aspects of neural circuitry; and developing and implementing prevention and early intervention, including assessment and intervention modalities and knowledge translation in early treatment of schizophrenia. ContributorsNicholas B. Allen, Mario Alvarez-Jimenez, G. Paul Amminger, Shelli Avenevoli, Hannah F. Behrendt, Tolulope Bella-Awusah, Maximus Berger, Byron K. Y. Bitanihirwe, Drew Blasco, John D. Cahill, Joanne S. Carpenter, Andrew M. Chanen, Eric Y. H. Chen, Shane D. Colombo, Christoph U. Correll, Christopher G. Davey, Kim Q. Do, Damien A. Fair, Helen L. Fisher, Sophia Frangou, John Gleeson, Robert K. Heinssen, Ian B. Hickie, Frank Iorfino,Matcheri S. Keshavan, Kerstin Konrad, Phuong Thao D. Le, Francis Lee, Leslie D. Leve, Sarah A. Lieff, Cindy H. Liu, Beatriz Luna, Patrick D. McGorry, Urvakhsh Meherwan Mehta, Andreas Meyer-Lindenberg, Shreya V. Nallur, Cristopher Niell, Merete Nordentoft, Dost Öngür, George C. Patton, Tomás Paus, Ulrich Reininghaus, Bernalyn Ruiz, Fred Sabb, Akira Sawa, Michael Schoenbaum, Gunter Schumann, Elizabeth M. Scott, Jai Shah, Vinod H. Srihari, Ezra Susser, John Torous, Peter J. Uhlhaas, Swapna K. Verma, T. Wilson Woo, Stephen J. Wood, Lawrence H. Yang, Alison R. Yung

An examination of the implications for society of rapidly advancing artificial intelligence systems, combining a humanities perspective with technical analysis; includes exercises and discussion questions.AI and Humanity provides an analytical framing and a common language for understanding the effects of technological advances in artificial intelligence on society. Coauthored by a computer scientist and a scholar of literature and cultural studies, it is unique in combining a humanities perspective with technical analysis, using the tools of literary explication to examine the societal impact of AI systems. It explores the historical development of these technologies, moving from the apparently benign Roomba to the considerably more sinister semi-autonomous weapon system Harpy. The book is driven by an exploration of the cultural and etymological roots of a series of keywords relevant to both AI and society. Works examined range from Narrative of the Life of Frederick Douglass, given a close reading for its themes of literacy and agency, to Simon Head's critique of the effects of surveillance and automation on the Amazon labor force in Mindless.Originally developed as a textbook for an interdisciplinary humanities-science course at Carnegie Mellon, AI & Humanity offers discussion questions, exercises (including journal writing and concept mapping), and reading lists. A companion website provides updated resources and a portal to a video archive of interviews with AI scientists, sociologists, literary theorists, and others.

A substantially revised third edition of a comprehensive textbook that covers a broad range of topics not often included in introductory texts.

How to develop robots that will be more like humans and less like computers, more social than machine-like, and more playful and less programmed.Most robots are not very friendly. They vacuum the rug, mow the lawn, dispose of bombs, even perform surgery—but they aren't good conversationalists. It's difficult to make eye contact. If the future promises more human-robot collaboration in both work and play, wouldn't it be better if the robots were less mechanical and more social? In How to Grow a Robot, Mark Lee explores how robots can be more human-like, friendly, and engaging.Developments in artificial intelligence—notably Deep Learning—are widely seen as the foundation on which our robot future will be built. These advances have already brought us self-driving cars and chess match-winning algorithms. But, Lee writes, we need robots that are perceptive, animated, and responsive—more like humans and less like computers, more social than machine-like, and more playful and less programmed. The way to achieve this, he argues, is to "grow” a robot so that it learns from experience—just as infants do. After describing "what's wrong with artificial intelligence” (one key shortcoming: it's not embodied), Lee presents a different approach to building human-like robots: developmental robotics, inspired by developmental psychology and its accounts of early infant behavior. He describes his own experiments with the iCub humanoid robot and its development from newborn helplessness to ability levels equal to a nine-month-old, explaining how the iCub learns from its own experiences. AI robots are designed to know humans as objects; developmental robots will learn empathy. Developmental robots, with an internal model of "self,” will be better interactive partners with humans. That is the kind of future technology we should work toward.

How global contemporary art reanimates the past as a resource for the present, combating modern art's legacy of Eurocentrism.If European modernism was premised on the new—on surpassing the past, often by assigning it to the "traditional” societies of the Global South—global contemporary art reanimates the past as a resource for the present. In this account of what globalization means for contemporary art, David Joselit argues that the creative use of tradition by artists from around the world serves as a means of combatting modern art's legacy of Eurocentrism. Modernism claimed to live in the future and relegated the rest of the world to the past. Global contemporary art shatters this myth by reactivating various forms of heritage—from literati ink painting in China to Aboriginal painting in Australia—in order to propose new and different futures. Joselit analyzes not only how heritage becomes contemporary through the practice of individual artists but also how a cultural infrastructure of museums, biennials, and art fairs worldwide has emerged as a means of generating economic value, attracting capital and tourist dollars.Joselit traces three distinct forms of modernism that developed outside the West, in opposition to Euro-American modernism: postcolonial, socialist realism, and the underground. He argues that these modern genealogies are synchronized with one another and with Western modernism to produce global contemporary art. Joselit discusses curation and what he terms "the curatorial episteme,” which, through its acts of framing or curating, can become a means of recalibrating hierarchies of knowledge—and can contribute to the dual projects of decolonization and deimperialization.

An argument that we must read code for more than what it does—we must consider what it means.Computer source code has become part of popular discourse. Code is read not only by programmers but by lawyers, artists, pundits, reporters, political activists, and literary scholars; it is used in political debate, works of art, popular entertainment, and historical accounts. In this book, Mark Marino argues that code means more than merely what it does; we must also consider what it means. We need to learn to read code critically. Marino presents a series of case studies—ranging from the Climategate scandal to a hactivist art project on the US-Mexico border—as lessons in critical code reading.Marino shows how, in the process of its circulation, the meaning of code changes beyond its functional role to include connotations and implications, opening it up to interpretation and inference—and misinterpretation and reappropriation. The Climategate controversy, for example, stemmed from a misreading of a bit of placeholder code as a "smoking gun” that supposedly proved fabrication of climate data. A poetry generator created by Nick Montfort was remixed and reimagined by other poets, and subject to literary interpretation.Each case study begins by presenting a small and self-contained passage of code—by coders as disparate as programming pioneer Grace Hopper and philosopher Friedrich Kittler—and an accessible explanation of its context and functioning. Marino then explores its extra-functional significance, demonstrating a variety of interpretive approaches.

A unified, comprehensive, and up-to-date introduction to the analytical and numerical tools for solving dynamic economic problems.

An introduction to financial tools and concepts from an operations perspective, addressing finance/operations trade-offs and explaining financial accounting, working capital, investment analysis, and more.Students and practitioners in engineering and related areas often lack the basic understanding of financial tools and concepts necessary for a career in operations or supply chain management. This book offers an introduction to finance fundamentals from an operations perspective, enabling operations and supply chain professionals to develop the skills necessary for interacting with finance people at a practical level and for making sound decisions when confronted by tradeoffs between operations and finance. Readers will learn about the essentials of financial statements, valuation tools, and managerial accounting.The book first discusses financial accounting, explaining how to create and interpret balance sheets, income statements, and cash flow statements, and introduces the idea of operating working capital—a key concept developed in subsequent chapters. The book then covers financial forecasting, addressing such topics as sustainable growth and the liquidity/profitability tradeoff; concepts in managerial accounting, including variable versus fixed costs, direct versus indirect costs, and contribution margin; tools for investment analysis, including net present value and internal rate of return; creation of value through operating working capital, inventory management, payables, receivables, and cash; and such strategic and tactical tradeoffs as offshoring versus local and centralizing versus decentralizing. The book can be used in undergraduate and graduate courses and as a reference for professionals. No previous knowledge of finance or accounting is required.

The evidential role of matter—when media records trace evidence of violence—explored through a series of cases drawn from Kosovo, Japan, Vietnam, and elsewhere.In this book, Susan Schuppli introduces a new operative concept: material witness, an exploration of the evidential role of matter as both registering external events and exposing the practices and procedures that enable matter to bear witness. Organized in the format of a trial, Material Witness moves through a series of cases that provide insight into the ways in which materials become contested agents of dispute around which stake holders gather.These cases include an extraordinary videotape documenting the massacre at Izbica, Kosovo, used as war crimes evidence against Slobodan Milošević; the telephonic transmission of an iconic photograph of a South Vietnamese girl fleeing an accidental napalm attack; radioactive contamination discovered in Canada''s coastal waters five years after the accident at Fukushima Daiichi; and the ecological media or “disaster film” produced by the Deep Water Horizon oil spill in the Gulf of Mexico. Each highlights the degree to which a rearrangement of matter exposes the contingency of witnessing, raising questions about what can be known in relationship to that which is seen or sensed, about who or what is able to bestow meaning onto things, and about whose stories will be heeded or dismissed.An artist-researcher, Schuppli offers an analysis that merges her creative sensibility with a forensic imagination rich in technical detail. Her goal is to relink the material world and its affordances with the aesthetic, the juridical, and the political.