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The Equality Machine
by Orly Lobel • 2022
Algorithms see the bias humans miss. That makes them inequality's most potent and misunderstood fix.
3.89
154
The Equality Machine Summary
The Equality Machine 89%
Algorithms see the bias humans miss. That makes them inequality's most potent and misunderstood fix.
by Orly Lobel 2022
3.89
154 ratings
Unmasking AI
by Joy Buolamwini • 2023
AI couldn’t see her face. So she put on a white mask and exposed a billion-dollar bias.
4.10
2k+
Unmasking AI Summary
Unmasking AI 89%
AI couldn’t see her face. So she put on a white mask and exposed a billion-dollar bias.
by Joy Buolamwini 2023
4.10
2k+ ratings
Weapons of Math Destruction
by Cathy O'Neil • 2016
How the algorithms that score your life lock in poverty, deepen racism, and erode democracy.
3.87
30k+
Weapons of Math Destruction Summary
Weapons of Math Destruction 89%
How the algorithms that score your life lock in poverty, deepen racism, and erode democracy.
by Cathy O'Neil 2016
3.87
30k+ ratings
Rage Inside the Machine
by Robert Elliott Smith • 2019
Algorithms reduce reality to neat categories. Prejudice is not a bug but the predictable exhaust.
3.97
145
Rage Inside the Machine Summary
Rage Inside the Machine 88%
Algorithms reduce reality to neat categories. Prejudice is not a bug but the predictable exhaust.
by Robert Elliott Smith 2019
3.97
145 ratings
Practicing Trustworthy Machine Learning
by Yada Pruksachatkun • 2023
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
4.95
111
Practicing Trustworthy Machine Learning Summary
Practicing Trustworthy Machine Learning 88%
Privacy, fairness, explainability, robustness: the engineering guide for ML models that earn trust.
by Yada Pruksachatkun 2023
4.95
111 ratings
Race After Technology
by Ruha Benjamin • 2019
Facial recognition fails on dark skin. Hiring algorithms prefer white names. That's by design.
4.26
2k+
Race After Technology Summary
Race After Technology 88%
Facial recognition fails on dark skin. Hiring algorithms prefer white names. That's by design.
by Ruha Benjamin 2019
4.26
2k+ ratings
The Ethical Algorithm
by Michael Kearns • 2019
Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.
4.10
671
The Ethical Algorithm Summary
The Ethical Algorithm 88%
Algorithms don't do ethics by default. Making them fair takes math, and the math demands trade-offs.
by Michael Kearns 2019
4.10
671 ratings
Code Dependent
by Madhumita Murgia • 2024
Behind every AI is an exploited, invisible workforce. A reporter traces the human supply chain.
4.03
3k+
Code Dependent Summary
Code Dependent 88%
Behind every AI is an exploited, invisible workforce. A reporter traces the human supply chain.
by Madhumita Murgia 2024
4.03
3k+ ratings
Design Justice
by Sasha Costanza-Chock • 2020
Design decides who benefits and who gets hurt. The communities on the losing end are now leading.
4.18
548
Design Justice Summary
Design Justice 88%
Design decides who benefits and who gets hurt. The communities on the losing end are now leading.
by Sasha Costanza-Chock 2020
4.18
548 ratings
The AI Playbook
by Eric Siegel • 2024
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
3.98
127
The AI Playbook Summary
The AI Playbook 88%
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
by Eric Siegel 2024
3.98
127 ratings
AI Ethics
by Mark Coeckelbergh • 2020
Your phone, your hospital, your job: AI is already there. The ethics have barely begun.
3.63
903
AI Ethics Summary
AI Ethics 88%
Your phone, your hospital, your job: AI is already there. The ethics have barely begun.
by Mark Coeckelbergh 2020
3.63
903 ratings
Algorithms of Oppression
by Safiya Umoja Noble • 2018
The search results you trust are shaped by profit, not truth, and they quietly reinforce racism.
3.89
4k+
Algorithms of Oppression Summary
Algorithms of Oppression 88%
The search results you trust are shaped by profit, not truth, and they quietly reinforce racism.
by Safiya Umoja Noble 2018
3.89
4k+ ratings
Hello World
by Hannah Fry • 2018
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
4.11
12k+
Hello World Summary
Hello World 88%
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
by Hannah Fry 2018
4.11
12k+ ratings
The New Age of Sexism
by Laura Bates • 2025
Deepfake porn and biased code run AI, and the industry is looking away.
4.26
11k+
The New Age of Sexism Summary
The New Age of Sexism 88%
Deepfake porn and biased code run AI, and the industry is looking away.
by Laura Bates 2025
4.26
11k+ ratings
Beauty Pays
by Daniel S. Hamermesh • 2011
Good-looking workers earn 8% more. Unattractive ones earn 13% less. It's not speculation; it's data.
3.17
142
Beauty Pays Summary
Beauty Pays 88%
Good-looking workers earn 8% more. Unattractive ones earn 13% less. It's not speculation; it's data.
by Daniel S. Hamermesh 2011
3.17
142 ratings
Invisible Women
by Caroline Criado Pérez • 2019
Half the population is missing from the data that shapes our world, and it's killing them.
4.34
173k+
Invisible Women Summary
Invisible Women 88%
Half the population is missing from the data that shapes our world, and it's killing them.
by Caroline Criado Pérez 2019
4.34
173k+ ratings
Rewiring Democracy
by Bruce Schneier • 2025
AI writes laws, targets voters, judges cases. Democracy is an information system; AI is the driver.
3.67
91
Rewiring Democracy Summary
Rewiring Democracy 88%
AI writes laws, targets voters, judges cases. Democracy is an information system; AI is the driver.
by Bruce Schneier 2025
3.67
91 ratings
The Alignment Problem
by Brian Christian • 2020
AI learns our blind spots along with our data. Correcting that is the central problem in computing.
4.34
5k+
The Alignment Problem Summary
The Alignment Problem 88%
AI learns our blind spots along with our data. Correcting that is the central problem in computing.
by Brian Christian 2020
4.34
5k+ ratings
The Big Nine
by Amy Webb • 2019
Nine companies control AI's future. Their blind spots are becoming everyone's problem.
3.75
2k+
The Big Nine Summary
The Big Nine 88%
Nine companies control AI's future. Their blind spots are becoming everyone's problem.
by Amy Webb 2019
3.75
2k+ ratings
Team Human
by Douglas Rushkoff • 2019
Technology promised connection but atomized us. The fix is not code; it is reclaiming our humanity.
3.83
1k+
Team Human Summary
Team Human 87%
Technology promised connection but atomized us. The fix is not code; it is reclaiming our humanity.
by Douglas Rushkoff 2019
3.83
1k+ ratings
A Human Algorithm
by Flynn Coleman • 2019
Machines are learning to think. The real question is whether we will remember how to feel.
3.58
299
A Human Algorithm Summary
A Human Algorithm 87%
Machines are learning to think. The real question is whether we will remember how to feel.
by Flynn Coleman 2019
3.58
299 ratings
12 Bytes
by Jeanette Winterson • 2021
AI has a history: female, literary, and older than electricity. A novelist connects the dots.
3.90
2k+
12 Bytes Summary
12 Bytes 87%
AI has a history: female, literary, and older than electricity. A novelist connects the dots.
by Jeanette Winterson 2021
3.90
2k+ ratings
System Error
by Rob Reich • 2021
Tech companies optimized for growth and broke democracy. The cure is political, not digital.
3.82
608
System Error Summary
System Error 87%
Tech companies optimized for growth and broke democracy. The cure is political, not digital.
by Rob Reich 2021
3.82
608 ratings
The AI Con
by Emily M. Bender • 2025
ChatGPT isn't thinking, the doom-sayers aren't helping, and the real AI harms are already here.
3.69
2k+
The AI Con Summary
The AI Con 87%
ChatGPT isn't thinking, the doom-sayers aren't helping, and the real AI harms are already here.
by Emily M. Bender 2025
3.69
2k+ ratings
Ruined by Design
by Mike Monteiro • 2019
Every harmful app was a designer's decision. The principles for refusing to build the next one.
4.11
2k+
Ruined by Design Summary
Ruined by Design 87%
Every harmful app was a designer's decision. The principles for refusing to build the next one.
by Mike Monteiro 2019
4.11
2k+ ratings
A Brief History of Artificial Intelligence
by Michael Wooldridge • 2021
AI has overpromised for decades. Deep learning is different, but not how most think.
3.87
555
A Brief History of Artificial Intelligence Summary
A Brief History of Artificial Intelligence 87%
AI has overpromised for decades. Deep learning is different, but not how most think.
by Michael Wooldridge 2021
3.87
555 ratings
Digital Dead End
by Virginia Eubanks • 2011
Access is not the problem. Power designs inequality into code, and the marginalized already know it.
3.86
72
Digital Dead End Summary
Digital Dead End 87%
Access is not the problem. Power designs inequality into code, and the marginalized already know it.
by Virginia Eubanks 2011
3.86
72 ratings
Everybody Lies
by Seth Stephens-Davidowitz • 2017
Google searches expose the racism, fear, and desire that surveys and social media carefully hide.
3.91
43k+
Everybody Lies Summary
Everybody Lies 87%
Google searches expose the racism, fear, and desire that surveys and social media carefully hide.
by Seth Stephens-Davidowitz 2017
3.91
43k+ ratings
Biased
by Jennifer L. Eberhardt • 2019
Brains sort. Society stereotypes. Implicit bias shapes split-second decisions with deadly stakes.
4.31
9k+
Biased Summary
Biased 87%
Brains sort. Society stereotypes. Implicit bias shapes split-second decisions with deadly stakes.
by Jennifer L. Eberhardt 2019
4.31
9k+ ratings
Blindspot
by Mahzarin R. Banaji • 2013
A reaction-time test can reveal biases your conscious mind rejects, and strategies to close the gap.
3.72
7k+
Blindspot Summary
Blindspot 87%
A reaction-time test can reveal biases your conscious mind rejects, and strategies to close the gap.
by Mahzarin R. Banaji 2013
3.72
7k+ ratings
Superagency
by Reid Hoffman • 2025
AI multiplies human agency. That power will concentrate or spread. The choice is ours.
3.33
1k+
Superagency Summary
Superagency 87%
AI multiplies human agency. That power will concentrate or spread. The choice is ours.
by Reid Hoffman 2025
3.33
1k+ ratings
The Algorithm
by Hilke Schellmann • 2024
Why you should fear the algorithms that hire and fire: they're biased, unscientific, and watching.
3.84
429
The Algorithm Summary
The Algorithm 87%
Why you should fear the algorithms that hire and fire: they're biased, unscientific, and watching.
by Hilke Schellmann 2024
3.84
429 ratings
Why AI Undermines Democracy and What To Do About It
by Mark Coeckelbergh • 2024
AI dismantles democracy not by malice but by logic. The philosophical fightback begins here.
3.26
54
Why AI Undermines Democracy and What To Do About It Summary
Why AI Undermines Democracy and What To Do About It 87%
AI dismantles democracy not by malice but by logic. The philosophical fightback begins here.
by Mark Coeckelbergh 2024
3.26
54 ratings
Aesthetics of Excess
by Jillian Hernandez • 2020
Too much style is how Black and Latina women expose the class politics neoliberalism hides.
4.26
42
Aesthetics of Excess Summary
Aesthetics of Excess 87%
Too much style is how Black and Latina women expose the class politics neoliberalism hides.
by Jillian Hernandez 2020
4.26
42 ratings
The Vision of the Anointed
by Thomas Sowell • 1995
Why failed policies survive: how the elite turns evidence into heresy and failure into virtue.
4.40
3k+
The Vision of the Anointed Summary
The Vision of the Anointed 87%
Why failed policies survive: how the elite turns evidence into heresy and failure into virtue.
by Thomas Sowell 1995
4.40
3k+ ratings
How Algorithms Create and Prevent Fake News
by Noah Giansiracusa • 2021
Algorithms chase engagement, not truth. Lies outperform facts every time, and platforms know it.
3.25
20
How Algorithms Create and Prevent Fake News Summary
How Algorithms Create and Prevent Fake News 87%
Algorithms chase engagement, not truth. Lies outperform facts every time, and platforms know it.
by Noah Giansiracusa 2021
3.25
20 ratings
"You Just Need to Lose Weight"
by Aubrey Gordon • 2023
Twenty myths about fat people dismantled: the real epidemic is anti-fat bias, not body size.
4.32
12k+
"You Just Need to Lose Weight" Summary
"You Just Need to Lose Weight" 87%
Twenty myths about fat people dismantled: the real epidemic is anti-fat bias, not body size.
by Aubrey Gordon 2023
4.32
12k+ ratings
How AI Thinks
by Nigel Toon • 2024
It's a learning engine, not a thinking mind. The revolution is here, and it's not sentient.
3.62
322
How AI Thinks Summary
How AI Thinks 87%
It's a learning engine, not a thinking mind. The revolution is here, and it's not sentient.
by Nigel Toon 2024
3.62
322 ratings
The Eye of the Master
by Matteo Pasquinelli • 2023
AI was never about thinking machines. It was built to measure, rank, and control workers.
4.06
292
The Eye of the Master Summary
The Eye of the Master 87%
AI was never about thinking machines. It was built to measure, rank, and control workers.
by Matteo Pasquinelli 2023
4.06
292 ratings
Discrimination and Disparities
by Thomas Sowell • 2018
Disparities are the norm. Discrimination explains far less than we think.
4.46
5k+
Discrimination and Disparities Summary
Discrimination and Disparities 87%
Disparities are the norm. Discrimination explains far less than we think.
by Thomas Sowell 2018
4.46
5k+ ratings
Altered Inheritance
by Françoise Baylis • 2019
We can rewrite our children's genes. The danger is letting a few people set the rules.
3.53
94
Altered Inheritance Summary
Altered Inheritance 87%
We can rewrite our children's genes. The danger is letting a few people set the rules.
by Françoise Baylis 2019
3.53
94 ratings
The AI Revolution in Medicine
by Peter Lee • 2023
GPT-4 can diagnose, comfort patients, and fight burnout. Nobody knows if it truly understands.
3.87
548
The AI Revolution in Medicine Summary
The AI Revolution in Medicine 87%
GPT-4 can diagnose, comfort patients, and fight burnout. Nobody knows if it truly understands.
by Peter Lee 2023
3.87
548 ratings
An Inconvenient Minority
by Kenny Xu • 2021
Asian students score highest on every objective measure, so Harvard docks them on personality.
3.95
282
An Inconvenient Minority Summary
An Inconvenient Minority 87%
Asian students score highest on every objective measure, so Harvard docks them on personality.
by Kenny Xu 2021
3.95
282 ratings
Big Data
by Viktor Mayer-Schönberger • 2013
The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.
3.69
9k+
Big Data Summary
Big Data 87%
The era of sampling, clean data, and causal certainty is over. What replaces it is stranger.
by Viktor Mayer-Schönberger 2013
3.69
9k+ ratings
Empire of AI
by Karen Hao • 2025
The AI revolution runs on $2-an-hour labor, stolen water, and a marketing trick from 1956.
4.02
14k+
Empire of AI Summary
Empire of AI 87%
The AI revolution runs on $2-an-hour labor, stolen water, and a marketing trick from 1956.
by Karen Hao 2025
4.02
14k+ ratings
Artificial Intelligence (WIRED guides)
by Matthew Burgess • 2021
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
3.71
147
Artificial Intelligence (WIRED guides) Summary
Artificial Intelligence (WIRED guides) 87%
AI masters chess, spots cancer, drives cars. But who trains it, and on whose data?
by Matthew Burgess 2021
3.71
147 ratings
Competing in the Age of AI
by Marco Iansiti • 2020
AI dissolves the old limits of scale, scope, and learning, and demands a new corporate architecture.
3.82
1k+
Competing in the Age of AI Summary
Competing in the Age of AI 87%
AI dissolves the old limits of scale, scope, and learning, and demands a new corporate architecture.
by Marco Iansiti 2020
3.82
1k+ ratings
When Race Trumps Merit
by Heather Mac Donald • 2023
When racial equity demands lowering standards, medicine suffers, art crumbles, and crime surges.
4.36
552
When Race Trumps Merit Summary
When Race Trumps Merit 86%
When racial equity demands lowering standards, medicine suffers, art crumbles, and crime surges.
by Heather Mac Donald 2023
4.36
552 ratings
The Loop
by Jacob Ward • 2022
Algorithms have learned your blind spots. Now they decide while you feel in control.
3.76
508
The Loop Summary
The Loop 86%
Algorithms have learned your blind spots. Now they decide while you feel in control.
by Jacob Ward 2022
3.76
508 ratings
Dignity in a Digital Age
by Ro Khanna • 2022
Five cities captured 90% of tech job growth. The case for creating digital opportunity everywhere.
3.71
149
Dignity in a Digital Age Summary
Dignity in a Digital Age 86%
Five cities captured 90% of tech job growth. The case for creating digital opportunity everywhere.
by Ro Khanna 2022
3.71
149 ratings
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