100 books like Things That Make Us Smart

By Donald A. Norman, Tamara Dunaeff,

Here are 100 books that Things That Make Us Smart fans have personally recommended if you like Things That Make Us Smart. Shepherd is a community of 10,000+ authors and super readers sharing their favorite books with the world.

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Book cover of Gödel, Escher, Bach: An Eternal Golden Braid

Dan Moller Author Of The Way of Bach: Three Years with the Man, the Music, and the Piano

From my list on Bach, music, and the piano.

Why am I passionate about this?

I’m a professor of philosophy at the University of Maryland interested in politics, ethics, and art. Philosophers are often unpopular loners who are passionate about their ideas, and so are musicians like Bach. When I teach Socrates and the trial that led to his death I can’t help but think of Bach, who was rejected from job after job in favor of mediocrities, and whose music was considered offensive by parishioners and obsolete by musicians by the end of his life. These figures endear themselves to me not just because of the ideas themselves, but because they had to fight so hard for what they believed in.

Dan's book list on Bach, music, and the piano

Dan Moller Why did Dan love this book?

This book picks up where Evening in the Palace of Reason leaves off, with Bach composing the Musical Offering on a horrible theme from King Frederick.

It explains canons and fugues, and thus helps you understand Bach’s work better, but it then goes on a safari through the intellectual landscape of ideas related to fugues–strange loops, self-similarity, recursion, and of course the guys in the title. It’s not for everyone, but if you like any two of logic, philosophy, or music, give this a try.

By Douglas R. Hofstadter,

Why should I read it?

13 authors picked Gödel, Escher, Bach as one of their favorite books, and they share why you should read it.

What is this book about?

Douglas Hofstadter's book is concerned directly with the nature of maps" or links between formal systems. However, according to Hofstadter, the formal system that underlies all mental activity transcends the system that supports it. If life can grow out of the formal chemical substrate of the cell, if consciousness can emerge out of a formal system of firing neurons, then so too will computers attain human intelligence. Goedel, Escher, Bach is a wonderful exploration of fascinating ideas at the heart of cognitive science: meaning, reduction, recursion, and much more.


Book cover of How Not to Be Wrong: The Power of Mathematical Thinking

Martin Erwig Author Of Once Upon an Algorithm: How Stories Explain Computing

From my list on computer science without coding.

Why am I passionate about this?

I’m a professor of computer science at Oregon State University. My research focus is on programming languages, but I also work on computer science education and outreach. I grew up in Germany and moved to the United States in 2000. Since computer science is a fairly new and not widely understood discipline, I am interested in explaining its core ideas to the general public. I believe that in order to attract a more diverse set of people to the field we should emphasize that coding is only a small part of computer science.

Martin's book list on computer science without coding

Martin Erwig Why did Martin love this book?

This book is not about computing, but it is relevant in an indirect way. I love this book, since it is written in such an engaging style and illustrates with many examples that math is not a dry subject to be practiced only by mathematicians but helps everyone to solve real-world problems. The book shows how important it is to be precise in describing problems and that applying a little mathematical rigor goes a long way in solving them. Ellenberg describes mathematics as the “extension of common sense by other means.” In a similar way, I view computer science as the extension of problem-solving methods (aka “algorithms”) by other means. 

By Jordan Ellenberg,

Why should I read it?

3 authors picked How Not to Be Wrong as one of their favorite books, and they share why you should read it.

What is this book about?

"Witty, compelling, and just plain fun to read . . ." -Evelyn Lamb, Scientific American

The Freakonomics of math-a math-world superstar unveils the hidden beauty and logic of the world and puts its power in our hands

The math we learn in school can seem like a dull set of rules, laid down by the ancients and not to be questioned. In How Not to Be Wrong, Jordan Ellenberg shows us how terribly limiting this view is: Math isn't confined to abstract incidents that never occur in real life, but rather touches everything we do-the whole world is shot through…


Book cover of The Book of Why: The New Science of Cause and Effect

Ran Spiegler Author Of The Curious Culture of Economic Theory

From my list on scholarly and popular-science books that both pros and amateurs can enjoy.

Why am I passionate about this?

I am an academic researcher and an avid non-fiction reader. There are many popular books on science or music, but it’s much harder to find texts that manage to occupy the space between popular and professional writing. I’ve always been looking for this kind of book, whether on physics, music, AI, or math – even when I knew that as a non-pro, I wouldn’t be able to understand everything. In my new book I’ve been trying to accomplish something similar: A book that can intrigue readers who are not professional economic theorists, that they will find interesting even if they can’t follow everything.

Ran's book list on scholarly and popular-science books that both pros and amateurs can enjoy

Ran Spiegler Why did Ran love this book?

In the ongoing debates over artificial general intelligence (AGI), Judea Pearl is taking a firm stand: He argues that an intelligent robot should be able to reason about causality and that the currently fashionable approaches to AI miss this aspect.

A celebrated AI researcher and a Turing Prize laureate, Pearl has developed an amazingly original approach to this problem. This book is a high-end popular exposition of his approach.

But it’s so much more than that. It’s a history of statistics and its conflicted attitude to causality. It’s a story of heroes (or villains?) in this history. And it’s a scientific autobiography that describes Pearl’s journey. Pearl likes picking fights with the AI community, statisticians, or economists. He’s boastful, provocative, extremely intelligent, and knows how to tell a story.

By Judea Pearl, Dana MacKenzie,

Why should I read it?

5 authors picked The Book of Why as one of their favorite books, and they share why you should read it.

What is this book about?

'Wonderful ... illuminating and fun to read'
- Daniel Kahneman, winner of the Nobel Prize and author of Thinking, Fast and Slow

'"Pearl's accomplishments over the last 30 years have provided the theoretical basis for progress in artificial intelligence and have redefined the term "thinking machine"'
- Vint Cerf, Chief Internet Evangelist, Google, Inc.

The influential book in how causality revolutionized science and the world, by the pioneer of artificial intelligence

'Correlation does not imply causation.' This mantra was invoked by scientists for decades in order to avoid taking positions as to whether one thing caused another, such as smoking…


Book cover of Computers Ltd.: What They Really Can't Do

Martin Erwig Author Of Once Upon an Algorithm: How Stories Explain Computing

From my list on computer science without coding.

Why am I passionate about this?

I’m a professor of computer science at Oregon State University. My research focus is on programming languages, but I also work on computer science education and outreach. I grew up in Germany and moved to the United States in 2000. Since computer science is a fairly new and not widely understood discipline, I am interested in explaining its core ideas to the general public. I believe that in order to attract a more diverse set of people to the field we should emphasize that coding is only a small part of computer science.

Martin's book list on computer science without coding

Martin Erwig Why did Martin love this book?

This book provides a brief introduction to the concept of algorithms before discussing the limitations of computation. Specifically, Harel explains undecidable problems (that is, problems for which no algorithm exists) and infeasible problems (that is, problems for which only algorithms are known that have an exponential runtime). I like this book (and its splendid title) because of its focus on the limitations of computation. Harel does a marvelous job in explaining two difficult topics about computation. The understanding of any scientific discipline requires the understanding of its limits, and the limits of computation are as significant as they are surprising.

By David Harel,

Why should I read it?

2 authors picked Computers Ltd. as one of their favorite books, and they share why you should read it.

What is this book about?

Computers are incredible. They are one of the most important inventions of the 20th century, dramatically and irrevocably changing the way we live. That is the good news. The bad news is that there are still major limitations to computers, serious problems that not even the most powerful computers can solve. The consequences of such limitations can be serious. Too often these limits get overlooked, in the quest for bigger, better, and more powerful computers. In Computers Ltd., David Harel, best-selling author of Algorithmics, explains and illustrates one of the most fundamental, yet under-exposed facets of computers - their inherent…


Book cover of The Nature of Technology: What It Is and How It Evolves

Joshua L. Rosenbloom Author Of Quantitative Economic History: The Good of Counting

From my list on understanding the modern capitalist economy.

Why am I passionate about this?

I have been studying, writing, and teaching economic history for nearly four decades. I was drawn to the field because it let me combine my passion for understanding how the past and present are connected with my fascination with the insights derived from the natural sciences. When I started studying economic history, the discipline was still relatively new, having grown out of pioneering research in the 1950s and 1960s by a small band of innovative scholars. During my career, I have met many of these intellectual giants personally, and I have watched the discipline of economic history mature and grow in both its methods and intellectual scope.

Joshua's book list on understanding the modern capitalist economy

Joshua L. Rosenbloom Why did Joshua love this book?

The modern world is defined by the relentless pace of technological change. But what is technology and how in the world does progress occur? Economists often treat the process of innovation as a “black box” out of which new products and processes emerge. Arthur opens the lid of this box and provides an eye-opening set of insights about how things work inside the box, and how that affects the rate and direction of innovation.

By W. Brian Arthur,

Why should I read it?

1 author picked The Nature of Technology as one of their favorite books, and they share why you should read it.

What is this book about?

“More than anything else technology creates our world. It creates our wealth, our economy, our very way of being,” says W. Brian Arthur. Yet despite technology’s irrefutable importance in our daily lives, until now its major questions have gone unanswered. Where do new technologies come from? What constitutes innovation, and how is it achieved? Does technology, like biological life, evolve? In this groundbreaking work, pioneering technology thinker and economist W. Brian Arthur answers these questions and more, setting forth a boldly original way of thinking about technology.

The Nature of Technology is an elegant and powerful theory of technology’s origins…


Book cover of The Exegesis of Philip K. Dick

Wyman Wicket Author Of 23 Skiddoo: Way Back Beyond Across the Stars

From my list on magical realism for metapolitical non-fiction fans.

Why am I passionate about this?

As a free man of flesh-and-blood I trust in time-tested verities and traditions; as a spiritual entity I am a man of faith; and as a thinking being I explore in my writing the malleability of consciousness and reality. Through a broad range of experiences I offer images for the minds of readers in novels of a twisted magical realism. I seek the mysteries of God, the beauty of poetry, and the freedom to explore all and everything. I am an American State National who critiques modern society, culture, and politics as an independent scholar who will not be silenced. Awaken, oh human beans, from normative conditioning and screen-gazing complacency!

Wyman's book list on magical realism for metapolitical non-fiction fans

Wyman Wicket Why did Wyman love this book?

An open mind and creative imagination are needed to explore reality. In making sense of the most significant science fiction writer of the 20th century, Philip K. Dick, we might refer to the dying words of his Berkeley buddy, Jack Spicer: “My vocabulary did this to me.” Like a Zen stone mason in a hall of mirrors, Dick often seems to depart from the most inscrutable of semantic pebbles. Exegesis offers us a lexical labyrinth infused with the most profound heuristic paranoia, to yield a vast shifting matrix of uncountable speculative origins. Anyone who reads this book and does not write at least one of their own, even as a prophylactic, is indeed “duller than the fattest weed on the wharf of Lethe.” (Paraphrased from Shakespeare’s Hamlet, Act I, Scene 5)

By Philip K. Dick, Pamela Jackson (editor), Jonathan Lethem (editor)

Why should I read it?

1 author picked The Exegesis of Philip K. Dick as one of their favorite books, and they share why you should read it.

What is this book about?

Based on thousands of pages of typed and handwritten notes, journal entries, letters, and story sketches, The Exegesis of Philip K. Dick is the magnificent and imaginative final work of an author who dedicated his life to questioning the nature of reality and perception, the malleability of space and time, and the relationship between the human and the divine.

Edited and introduced by Pamela Jackson and Jonathan Lethem, this will be the definitive presentation of Dick's brilliant, and epic, final work. In The Exegesis, Dick documents his eight-year attempt to fathom what he called "2-3-74", a postmodern visionary experience of…


Book cover of Reality+: Virtual Worlds and the Problems of Philosophy

Matt Zandstra Author Of PHP 8 Objects, Patterns, and Practice: Mastering OO Enhancements, Design Patterns, and Essential Development Tools

From my list on non-fiction that turn their topics upside down.

Why am I passionate about this?

Software developers love to question the assumptions that underpin their practice. Some of the most exciting phases of my career have come about as a result of such questions. Often they are revolutionary in the literal sense that they ask you to turn your thinking upside down – to design systems from the bottom up rather than the top down, for example, or to write your tests before your components. I may not adopt every practice, but each challenge enriches the conceptual world in which I work. Over the years, I have come to look for similar shifts and inversions across other subject areas. Here are some recommendations from my reading.

Matt's book list on non-fiction that turn their topics upside down

Matt Zandstra Why did Matt love this book?

In between other projects, I have been conducting research for a non-fiction book about the particular kinds of parallel universe that every story world creates. And that's how I came across Reality+.

The question as to whether we are living in a simulation is beloved of moviegoers, stoners, and undergraduates (quite a large intersection in that Venn diagram). It's also worthy of serious philosophical and scientific inquiry. David J Chalmers is a philosopher, and his book treats the question with entertaining rigour.

The book goes beyond the simulation hypothesis, though, to examine the philosophical implications of our inevitable colonisation of the virtual realm. At the heart of Chalmers' argument is a rejection of the opposition between the real and the simulated.

Lived experience, Chalmers claims, is real experience, as freighted with value and possibility in the virtual world as it is out here in the probably real, possibly simulated universe.

By David J. Chalmers,

Why should I read it?

1 author picked Reality+ as one of their favorite books, and they share why you should read it.

What is this book about?

Virtual reality is genuine reality; that's the central thesis of Reality+. In a highly original work of "technophilosophy," David J. Chalmers gives a compelling analysis of our technological future. He argues that virtual worlds are not second-class worlds, and that we can live a meaningful life in virtual reality. We may even be in a virtual world already.

Along the way, Chalmers conducts a grand tour of big ideas in philosophy and science. He uses virtual reality technology to offer a new perspective on long-established philosophical questions. How do we know that there's an external world? Is there a god?…


Book cover of We Have Never Been Modern

Jason Ānanda Josephson Storm Author Of The Myth of Disenchantment: Magic, Modernity, and the Birth of the Human Sciences

From my list on to shatter the myth of modernity.

Why am I passionate about this?

I am an award-winning historian and philosopher of the human sciences. But I got here by means of an unusually varied path: working for a private investigator, practicing in a Buddhist monastery, being shot at, hiking a volcano off the coast of Africa, being jumped by a gang in Amsterdam, snowboarding in the Pyrenees, piloting a boat down the canals of Bourgogne, playing bass guitar in a punk band, and once I almost died from scarlet fever. Throughout my journey, I have lived and studied in five countries, acquired ten languages, and attended renowned universities (Oxford, Harvard, and Stanford), all while seeking ways to make the world a better place.

Jason's book list on to shatter the myth of modernity

Jason Ānanda Josephson Storm Why did Jason love this book?

The late French philosopher Bruno Latour was infamous for his iconoclastic work in the history and sociology of science and technology.

If you read only one of his books, I’d say go for We Have Never Been Modern because it cuts to the heart of things by disrupting the conventional understanding of modernity as a clear separation between nature and culture. Latour argues that even as “moderns” have been rhetorically invested in this particular bifurcation of the world, nature-culture hybrids are continually proliferating.

So if you’ve ever asked yourself, why are cities not considered natural landscapes? Or why are animals always presumed to be without culture? Or what does it even mean to be modern? Then this is the book for you.

By Bruno Latour, Catherine Porter (translator),

Why should I read it?

2 authors picked We Have Never Been Modern as one of their favorite books, and they share why you should read it.

What is this book about?

With the rise of science, we moderns believe, the world changed irrevocably, separating us forever from our primitive, premodern ancestors. But if we were to let go of this fond conviction, Bruno Latour asks, what would the world look like? His book, an anthropology of science, shows us how much of modernity is actually a matter of faith.

What does it mean to be modern? What difference does the scientific method make? The difference, Latour explains, is in our careful distinctions between nature and society, between human and thing, distinctions that our benighted ancestors, in their world of alchemy, astrology,…


Book cover of Future Politics: Living Together in a World Transformed by Tech

Gabriella Rosen Kellerman Author Of Tomorrowmind: Thriving at Work with Resilience, Creativity, and Connection—Now and in an Uncertain Future

From my list on how work is changing and what it means for workers.

Why am I passionate about this?

I’ve devoted my career to helping people achieve their potential and improve their wellbeing. One of the greatest challenges we’re all facing today is the highly unnatural world of work in which we all must perform. I’ve been fortunate both to lead large teams in this environment and to guide the Fortune 1000 on how to help their people thrive in its midst. Achieving sustainable peak performance requires that we understand what we are up against. This book list is a great place to start!

Gabriella's book list on how work is changing and what it means for workers

Gabriella Rosen Kellerman Why did Gabriella love this book?

Future Politics takes the conversation to the societal level, looking at how technology will change the fabric of our communities. Susskind brings an expert eye to a sweeping body of knowledge and resists simple narratives. This book is dense, but worth the effort for those looking to understand the dynamics that will shape society as we know it, for better and for worse.

Susskind is a scholar of history and politics and brings that love of fundamental political questions to this work. I enjoy how he anchors modern questions about the implications of technology for freedom, for example, in much older debates about freedom and the State.

By Jamie Susskind,

Why should I read it?

1 author picked Future Politics as one of their favorite books, and they share why you should read it.

What is this book about?

Politics in the Twentieth Century was dominated by a single question: how much of our collective life should be determined by the state, and what should be left to the market and civil society?

Now the debate is different: to what extent should our lives be directed and controlled by powerful digital systems - and on what terms?

Digital technologies - from artificial intelligence to blockchain, from robotics to virtual reality - are transforming the way we live together. Those who control the most powerful technologies are increasingly able to control the rest of us. As time goes on, these…


Book cover of The Age of AI: And Our Human Future

Nayef R.F. Al-Rodhan Author Of The Role of the Arab-Islamic World in the Rise of the West: Implications for Contemporary Trans-Cultural Relations

From my list on the frontier risks facing humanity in the 21st Century.

Why am I passionate about this?

I am a philosopher, neuroscientist, geostrategist, and futurologist. My work at the Geneva Centre for Security Policy, St. Antony’s College, and the World Economic Forum (as a member of the Global Future Council on the Future of Complex Risks) focuses on transdisciplinarity, with an emphasis on the interplay between philosophy, neuroscience, strategic culture, applied history, technology, and global security. I am particularly interested in the exponential growth of disruptive technologies, and how they have the potential to both foster and hinder the progress of human civilization. My mission is rooted in finding transdisciplinary solutions to identify, predict and manage frontier risks, both here on earth and in Outer Space.

Nayef's book list on the frontier risks facing humanity in the 21st Century

Nayef R.F. Al-Rodhan Why did Nayef love this book?

This book is a timely primer on the promise and peril of artificial intelligence (AI) authored by an unlikely coalition of insightful thinkers: a 100-year-old diplomat, a former Google chief executive, and an M.I.T. professor.

They present an interesting overview of the range of AI technologies and their likely impact on many spheres of life, from medicine and the military to health care and urban development.

The result is an accessible, thought-provoking book that asks important questions about the role of machine learning in changing human society, for good and ill.

By Henry A. Kissinger, Eric Schmidt, Daniel Huttenlocher

Why should I read it?

1 author picked The Age of AI as one of their favorite books, and they share why you should read it.

What is this book about?

Three of the world’s most accomplished and deep thinkers come together to explore Artificial Intelligence (AI) and the way it is transforming human society—and what this technology means for us all.

An AI learned to win chess by making moves human grand masters had never conceived. Another AI discovered a new antibiotic by analyzing molecular properties human scientists did not understand. Now, AI-powered jets are defeating experienced human pilots in simulated dogfights. AI is coming online in searching, streaming, medicine, education, and many other fields and, in so doing, transforming how humans are experiencing reality.

In The Age of AI,…


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