The Alignment Problem: Machine Learning and Human Values


Brian Christian - 2020
    Today’s "machine-learning" systems, trained by data, are so effective that we’ve invited them to see and hear for us?and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem.Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole?and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands.The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software.In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story.The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

The Future of the Mind: The Scientific Quest to Understand, Enhance, and Empower the Mind


Michio Kaku - 2014
    For the first time in history, the secrets of the living brain are being revealed by a battery of high tech brain scans devised by physicists. Now what was once solely the province of science fiction has become a startling reality. Recording memories, telepathy, videotaping our dreams, mind control, avatars, and telekinesis are not only possible; they already exist. The Future of the Mind gives us an authoritative and compelling look at the astonishing research being done in top laboratories around the world—all based on the latest advancements in neuroscience and physics. One day we might have a "smart pill" that can enhance our cognition; be able to upload our brain to a computer, neuron for neuron; send thoughts and emotions around the world on a "brain-net"; control computers and robots with our mind; push the very limits of immortality; and perhaps even send our consciousness across the universe. Dr. Kaku takes us on a grand tour of what the future might hold, giving us not only a solid sense of how the brain functions but also how these technologies will change our daily lives. He even presents a radically new way to think about "consciousness" and applies it to provide fresh insight into mental illness, artificial intelligence and alien consciousness. With Dr. Kaku's deep understanding of modern science and keen eye for future developments, The Future of the Mind is a scientific tour de force--an extraordinary, mind-boggling exploration of the frontiers of neuroscience.

Stealing Fire: How Silicon Valley, the Navy SEALs, and Maverick Scientists Are Revolutionizing the Way We Live and Work


Steven Kotler - 2017
    Over the past decade, Silicon Valley executives like Eric Schmidt and Elon Musk, Special Operators like the Navy SEALs and the Green Berets, and maverick scientists like Sasha Shulgin and Amy Cuddy have turned everything we thought we knew about high performance upside down. Instead of grit, better habits, or 10,000 hours, these trailblazers have found a surprising short cut. They're harnessing rare and controversial states of consciousness to solve critical challenges and outperform the competition.New York Times bestselling author Steven Kotler and high performance expert Jamie Wheal spent four years investigating the leading edges of this revolution—from the home of SEAL Team Six to the Googleplex, the Burning Man festival, Richard Branson’s Necker Island, Red Bull’s training center, Nike’s innovation team, and the United Nations’ Headquarters. And what they learned was stunning: In their own ways, with differing languages, techniques, and applications, every one of these groups has been quietly seeking the same thing: the boost in information and inspiration that altered states provide.Today, this revolution is spreading to the mainstream, fueling a trillion dollar underground economy and forcing us to rethink how we can all lead richer, more productive, more satisfying lives. Driven by four accelerating forces—psychology, neurobiology, technology and pharmacology—we are gaining access to and insights about some of the most contested and misunderstood terrain in history. Stealing Fire is a provocative examination of what’s actually possible; a guidebook for anyone who wants to radically upgrade their life.

Food Inc.: A Participant Guide: How Industrial Food is Making Us Sicker, Fatter, and Poorer-And What You Can Do About It


Karl Weber - 2009
    is guaranteed to shake up our perceptions of what we eat. This powerful documentary deconstructing the corporate food industry in America was hailed by Entertainment Weekly as “more than a terrific movie—it's an important movie.” Aided by expert commentators such as Michael Pollan and Eric Schlosser, the film poses questions such as: Where has my food come from, and who has processed it? What are the giant agribusinesses and what stake do they have in maintaining the status quo of food production and consumption? How can I feed my family healthy foods affordably?Expanding on the film's themes, the book Food, Inc. will answer those questions through a series of challenging essays by leading experts and thinkers. This book will encourage those inspired by the film to learn more about the issues, and act to change the world.

How to Change: The Science of Getting from Where You Are to Where You Want to Be


Katy Milkman - 2021
    In this ground-breaking book, Milkman reveals a proven path that can take you from where you are to where you want to be, with a foreword from psychologist Angela Duckworth, the best-selling author of Grit.Change comes most readily when you understand what's standing between you and success and tailor your solution to that roadblock. If you want to work out more but find exercise difficult and boring, downloading a goal-setting app probably won't help. But what if, instead, you transformed your workouts so they became a source of pleasure instead of a chore? Turning an uphill battle into a downhill one is the key to success.Drawing on Milkman's original research and the work of her world-renowned scientific collaborators, How to Change shares strategic methods for identifying and overcoming common barriers to change, such as impulsivity, procrastination, and forgetfulness. Through case studies and engaging stories, you'll learn:- Why timing can be everything when it comes to making a change - How to turn temptation and inertia into assets - That giving advice, even if it's about something you're struggling with, can help you achieve moreWhether you're a manager, coach, or teacher aiming to help others change for the better or are struggling to kick-start change yourself, How to Change offers an invaluable, science-based blueprint for achieving your goals, once and for all.

Bottomfeeder: How to Eat Ethically in a World of Vanishing Seafood


Taras Grescoe - 2008
    Dividing his sensibilities between Epicureanism and ethics, Taras Grescoe set out on a nine-month, worldwide search for a delicious—and humane—plate of seafood. What he discovered shocked him. From North American Red Lobsters to fish farms and research centers in China, Bottomfeeder takes readers on an illuminating tour through the $55-billion-dollar-a-year seafood industry. Grescoe examines how out-of-control pollution, unregulated fishing practices, and climate change affect what ends up on our plate. More than a screed against a multibillion-dollar industry, however, this is also a balanced and practical guide to eating, as Grescoe explains to readers which fish are best for our environment, our seas, and our bodies. At once entertaining and illuminating, Bottomfeeder is a thoroughly enjoyable look at the world’s cuisines and an examination of the fishing and farming practices we too easily take for granted.

The Wisdom of Psychopaths: What Saints, Spies, and Serial Killers Can Teach Us About Success


Kevin Dutton - 2012
    Incorporating the latest advances in brain scanning and neuroscience, Dutton demonstrates that the brilliant neurosurgeon who lacks empathy has more in common with a Ted Bundy who kills for pleasure than we may wish to admit, and that a mugger in a dimly lit parking lot may well, in fact, have the same nerveless poise as a titan of industry.Dutton argues that there are indeed “functional psychopaths” among us—different from their murderous counterparts—who use their detached, unflinching, and charismatic personalities to succeed in mainstream society, and that shockingly, in some fields, the more “psychopathic” people are, the more likely they are to succeed. Dutton deconstructs this often misunderstood diagnosis through bold on-the-ground reporting and original scientific research as he mingles with the criminally insane in a high-security ward, shares a drink with one of the world’s most successful con artists, and undergoes transcranial magnetic stimulation to discover firsthand exactly how it feels to see through the eyes of a psychopath.As Dutton develops his theory that we all possess psychopathic tendencies, he puts forward the argument that society as a whole is more psychopathic than ever: after all, psychopaths tend to be fearless, confident, charming, ruthless, and focused—qualities that are tailor-made for success in the twenty-first century. Provocative at every turn, The Wisdom of Psychopaths is a riveting adventure that reveals that it’s our much-maligned dark side that often conceals the trump cards of success.

The Book of Hope: A Survival Guide for Trying Times


Jane Goodall - 2021
    And yet hope has never been more desperately needed.In this urgent book, Jane Goodall, the world's most famous living naturalist and Doug Abrams, internationally-bestselling author, explore--through intimate and thought-provoking dialogue--one of the most sought after and least understood elements of human nature: hope. In The Book of Hope, Jane focuses on her “Four Reasons for Hope”: The Amazing Human Intellect, The Resilience of Nature, The Power of Young People, and The Indomitable Human Spirit.Told through stories from a remarkable career and fascinating research, The Book of Hope touches on vital questions including: How do we stay hopeful when everything seems hopeless? How do we cultivate hope in our children? Filled with engaging dialogue and pictures from Jane’s storied career, The Book of Hope is a deeply personal conversation with one of the most beloved figures in today’s world.And for the first time, Jane tells the story of how she became a messenger of hope: from living through World War II, to her years in Gombe, to realizing she had to leave the forest to travel the world in her role as an advocate for environmental justice. She details the forces that shaped her hopeful worldview, her thoughts on her past, and her revelations about her next--and perhaps final--adventure.There is still hope, and this book will help guide us to it.

Clean Meat: How Growing Meat Without Animals Will Revolutionize Dinner and the World


Paul Shapiro - 2018
    From the entrepreneurial visionaries to the scientists’ workshops to the big business board­rooms—Shapiro details that quest for clean meat and other animal products and examines the debate raging around it.Since the dawn of Homo sapiens some quarter million years ago, animals have satiated our species’ desire for meat. But with a growing global popula­tion and demand for meat, eggs, dairy, leather, and more, raising such massive numbers of farm animals is woefully inefficient and takes an enormous toll on the planet, public health, and certainly the animals themselves. But what if we could have our meat and eat it, too? The next great scientific revolution is underway—discovering new ways to create enough food for the world’s ever-growing, ever-hungry population. Enter clean meat—real, actual meat grown (or brewed!) from animal cells—as well as other clean foods that ditch animal cells altogether and are simply built from the molecule up. Also called lab-grown meat, cultured meat, or cell-based meat, this race promises promise to bring about another domestication. Whereas our ancestors domesticated wild animals into livestock, today we’re beginning to domesticate their cells, leaving the animals out of the equation. From one single cell of a cow, you could feed an entire village. And the story of this coming “second domestica­tion” is anything but tame.

Subliminal: How Your Unconscious Mind Rules Your Behavior


Leonard Mlodinow - 2012
    The latter has long been the subject of speculation, but over the past two decades researchers have developed remarkable new tools for probing the hidden, or subliminal, workings of the mind. The result of this explosion of research is a new science of the unconscious and a sea change in our understanding of how the subliminal mind affects the way we live.Employing his trademark wit and lucid, accessible explanations of the most obscure scientific subjects, Leonard Mlodinow takes us on a tour of this research, unraveling the complexities of the subliminal self and increasing our understanding of how the human mind works and how we interact with friends, strangers, spouses, and coworkers. In the process he changes our view of ourselves and the world around us.

Banana: The Fate of the Fruit That Changed the World


Dan Koeppel - 2007
    Americans eat more bananas than apples and oranges combined. In others parts of the world, bananas are what keep millions of people alive. But for all its ubiquity, the banana is surprisingly mysterious; nobody knows how bananas evolved or exactly where they originated. Rich cultural lore surrounds the fruit: In ancient translations of the Bible, the 'apple' consumed by Eve is actually a banana (it makes sense, doesn't it?). Entire Central American nations have been said to rise and fall over the banana. But the biggest mystery about the banana today is whether it will survive. A seedless fruit with a unique reproductive system, every banana is a genetic duplicate of the next, and therefore susceptible to the same blights. Today's yellow banana, the Cavendish, is increasingly threatened by such a blight -- and there's no cure in sight. Banana combines a pop-science journey around the globe, a fascinating tale of an iconic American business enterprise, and a look into the alternately tragic and hilarious banana subculture (one does exist) -- ultimately taking us to the high-tech labs where new bananas are literally being built in test tubes, in a race to save the world's most beloved fruit.

Finite and Infinite Games: A Vision of Life as Play and Possibility


James P. Carse - 1986
    Infinite games are more mysterious -- and ultimately more rewarding. They are unscripted and unpredictable; they are the source of true freedom.In this elegant and compelling work, James Carse explores what these games mean, and what they can mean to you. He offers stunning new insights into the nature of property and power, of culture and community, of sexuality and self-discovery, opening the door to a world of infinite delight and possibility."An extraordinary little book . . . a wise and intimate companion, an elegant reminder of the real."-- Brain/Mind Bulletin

Doing Good Better: How Effective Altruism Can Help You Make a Difference


William MacAskill - 2015
    We donate our time and money to charities and causes we deem worthy, choose careers we consider meaningful, and patronize businesses and buy products we believe make the world a better place. Unfortunately, we often base these decisions on assumptions and emotions rather than facts. As a result, even our best intentions often lead to ineffective—and sometimes downright harmful—outcomes. How can we do better? While a researcher at Oxford, trying to figure out which career would allow him to have the greatest impact, William MacAskill confronted this problem head on. He discovered that much of the potential for change was being squandered by lack of information, bad data, and our own prejudice. As an antidote, he and his colleagues developed effective altruism, a practical, data-driven approach that allows each of us to make a tremendous difference regardless of our resources. Effective altruists believe that it’s not enough to simply do good; we must do good better. At the core of this philosophy are five key questions that help guide our altruistic decisions: How many people benefit, and by how much? Is this the most effective thing I can do? Is this area neglected? What would have happened otherwise? What are the chances of success, and how good would success be? By applying these questions to real-life scenarios, MacAskill shows how many of our assumptions about doing good are misguided. For instance, he argues one can potentially save more lives by becoming a plastic surgeon rather than a heart surgeon; measuring overhead costs is an inaccurate gauge of a charity’s effectiveness; and, it generally doesn’t make sense for individuals to donate to disaster relief. MacAskill urges us to think differently, set aside biases, and use evidence and careful reasoning rather than act on impulse. When we do this—when we apply the head and the heart to each of our altruistic endeavors—we find that each of us has the power to do an astonishing amount of good.

The Human Age: The World Shaped By Us


Diane Ackerman - 2014
    Humans have "subdued 75 per cent of the land surface, concocted a wizardry of industrial and medical marvels, strung lights all across the darkness." We now collect the DNA of vanishing species in a "frozen ark," equip orangutans with iPads, create wearable technologies and synthetic species that might one day outsmart us. With her distinctive gift for making scientific discovery intelligible to the layperson, Ackerman takes us on an exciting journey to understand this bewildering new reality, introducing us to many of the people and ideas now creating--perhaps saving--the future.The Human Ageis a surprising, optimistic engagement with the dramatic transformations that have shaped, and continue to alter, our world, our relationship with nature and our prospects for the future.

The Gene: An Intimate History


Siddhartha Mukherjee - 2016
    It intersects with Darwin’s theory of evolution, and collides with the horrors of Nazi eugenics in the 1940s. The gene transforms post-war biology. It reorganizes our understanding of sexuality, temperament, choice and free will. This is a story driven by human ingenuity and obsessive minds – from Charles Darwin and Gregor Mendel to Francis Crick, James Watson and Rosalind Franklin, and the thousands of scientists still working to understand the code of codes.This is an epic, moving history of a scientific idea coming to life, by the author of The Emperor of All Maladies. But woven through The Gene, like a red line, is also an intimate history – the story of Mukherjee’s own family and its recurring pattern of mental illness, reminding us that genetics is vitally relevant to everyday lives. These concerns reverberate even more urgently today as we learn to “read” and “write” the human genome – unleashing the potential to change the fates and identities of our children.Majestic in its ambition, and unflinching in its honesty, The Gene gives us a definitive account of the fundamental unit of heredity – and a vision of both humanity’s past and future.