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SoBrief
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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 92%
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 91%
Algorithms reduce reality to neat categories. Prejudice is not a bug but the predictable exhaust.
by Robert Elliott Smith 2019
3.97
145 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 91%
Facial recognition fails on dark skin. Hiring algorithms prefer white names. That's by design.
by Ruha Benjamin 2019
4.26
2k+ 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 91%
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
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 91%
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
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 91%
Algorithms see the bias humans miss. That makes them inequality's most potent and misunderstood fix.
by Orly Lobel 2022
3.89
154 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 91%
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
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 90%
Google searches expose the racism, fear, and desire that surveys and social media carefully hide.
by Seth Stephens-Davidowitz 2017
3.91
43k+ 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 90%
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
How Data Happened
by Chris Wiggins • 2023
Data was never neutral. How statistics went from serving kings to fueling the attention economy.
3.54
467
How Data Happened Summary
How Data Happened 90%
Data was never neutral. How statistics went from serving kings to fueling the attention economy.
by Chris Wiggins 2023
3.54
467 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 90%
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
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 90%
When algorithms police, diagnose, and drive, blind trust becomes the real danger.
by Hannah Fry 2018
4.11
12k+ 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 90%
Brains sort. Society stereotypes. Implicit bias shapes split-second decisions with deadly stakes.
by Jennifer L. Eberhardt 2019
4.31
9k+ 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 90%
Behind every AI is an exploited, invisible workforce. A reporter traces the human supply chain.
by Madhumita Murgia 2024
4.03
3k+ 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 90%
Deepfake porn and biased code run AI, and the industry is looking away.
by Laura Bates 2025
4.26
11k+ 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 90%
Tech companies optimized for growth and broke democracy. The cure is political, not digital.
by Rob Reich 2021
3.82
608 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 90%
Algorithms chase engagement, not truth. Lies outperform facts every time, and platforms know it.
by Noah Giansiracusa 2021
3.25
20 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 90%
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
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 90%
AI writes laws, targets voters, judges cases. Democracy is an information system; AI is the driver.
by Bruce Schneier 2025
3.67
91 ratings
So lügt man mit Statistik
by Walter Krämer • 1991
Precision, percentages, and pretty charts: a catalog of ways statistics are rigged to mislead you.
3.74
136
So lügt man mit Statistik Summary
So lügt man mit Statistik 89%
Precision, percentages, and pretty charts: a catalog of ways statistics are rigged to mislead you.
by Walter Krämer 1991
3.74
136 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 89%
How to get machine learning out of the lab: sell the operational improvement, not the algorithm.
by Eric Siegel 2024
3.98
127 ratings
The Data Detective
by Tim Harford • 2020
Your emotions react to statistics before your brain does. Ten rules for getting the numbers right.
4.12
8k+
The Data Detective Summary
The Data Detective 89%
Your emotions react to statistics before your brain does. Ten rules for getting the numbers right.
by Tim Harford 2020
4.12
8k+ 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 89%
Your phone, your hospital, your job: AI is already there. The ethics have barely begun.
by Mark Coeckelbergh 2020
3.63
903 ratings
Mindf*ck
by Christopher Wylie • 2019
Fifty million profiles. Two elections. One whistleblower who built the weapon and then broke it.
4.36
8k+
Mindf*ck Summary
Mindf*ck 89%
Fifty million profiles. Two elections. One whistleblower who built the weapon and then broke it.
by Christopher Wylie 2019
4.36
8k+ ratings
The Age of Surveillance Capitalism
by Shoshana Zuboff • 2018
Your private moments are now raw data, harvested without consent to predict and sell your future.
4.05
14k+
The Age of Surveillance Capitalism Summary
The Age of Surveillance Capitalism 89%
Your private moments are now raw data, harvested without consent to predict and sell your future.
by Shoshana Zuboff 2018
4.05
14k+ ratings
AIQ
by Nick Polson • 2018
What a 19th-century nurse and a lost submarine reveal about the algorithms that now run your life.
4.15
742
AIQ Summary
AIQ 89%
What a 19th-century nurse and a lost submarine reveal about the algorithms that now run your life.
by Nick Polson 2018
4.15
742 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 89%
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
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 89%
Why you should fear the algorithms that hire and fire: they're biased, unscientific, and watching.
by Hilke Schellmann 2024
3.84
429 ratings
A Hacker's Mind
by Bruce Schneier • 2023
Every system has loopholes. The powerful find them first, from tax codes to your attention.
3.68
1k+
A Hacker's Mind Summary
A Hacker's Mind 89%
Every system has loopholes. The powerful find them first, from tax codes to your attention.
by Bruce Schneier 2023
3.68
1k+ 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 89%
AI has a history: female, literary, and older than electricity. A novelist connects the dots.
by Jeanette Winterson 2021
3.90
2k+ 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 89%
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
Atlas of AI
by Kate Crawford • 2020
Artificial intelligence is not just code. It runs on mines, warehouses, and state surveillance.
3.93
3k+
Atlas of AI Summary
Atlas of AI 89%
Artificial intelligence is not just code. It runs on mines, warehouses, and state surveillance.
by Kate Crawford 2020
3.93
3k+ ratings
How to Stay Smart in a Smart World
by Gerd Gigerenzer • 2022
AI masters chess but fumbles real life. Why simple human judgment still outperforms algorithms.
3.82
502
How to Stay Smart in a Smart World Summary
How to Stay Smart in a Smart World 89%
AI masters chess but fumbles real life. Why simple human judgment still outperforms algorithms.
by Gerd Gigerenzer 2022
3.82
502 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 89%
Technology promised connection but atomized us. The fix is not code; it is reclaiming our humanity.
by Douglas Rushkoff 2019
3.83
1k+ ratings
Damned Lies and Statistics
by Joel Best • 1998
Every statistic conceals a choice: what to count, what to ignore, and whose agenda it serves.
3.72
830
Damned Lies and Statistics Summary
Damned Lies and Statistics 89%
Every statistic conceals a choice: what to count, what to ignore, and whose agenda it serves.
by Joel Best 1998
3.72
830 ratings
Dataclysm
by Christian Rudder • 2014
Big data from dating sites and social media exposes the uncomfortable truths we hide from ourselves.
3.73
12k+
Dataclysm Summary
Dataclysm 89%
Big data from dating sites and social media exposes the uncomfortable truths we hide from ourselves.
by Christian Rudder 2014
3.73
12k+ 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 89%
Nine companies control AI's future. Their blind spots are becoming everyone's problem.
by Amy Webb 2019
3.75
2k+ ratings
AI Snake Oil
by Arvind Narayanan • 2024
AI isn't one thing. What predicts barely beats random chance; what creates is widely misused.
3.89
2k+
AI Snake Oil Summary
AI Snake Oil 89%
AI isn't one thing. What predicts barely beats random chance; what creates is widely misused.
by Arvind Narayanan 2024
3.89
2k+ 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 89%
AI was never about thinking machines. It was built to measure, rank, and control workers.
by Matteo Pasquinelli 2023
4.06
292 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 89%
AI has overpromised for decades. Deep learning is different, but not how most think.
by Michael Wooldridge 2021
3.87
555 ratings
Becoming a Data Head
by Alex J. Gutman • 2021
The critical thinking toolkit for anyone who works with data but never plans to code.
4.18
480
Becoming a Data Head Summary
Becoming a Data Head 89%
The critical thinking toolkit for anyone who works with data but never plans to code.
by Alex J. Gutman 2021
4.18
480 ratings
Artificial Intelligence
by Neil Wilkins • 2019
The AI taking your job tomorrow does not exist. The fear is manufactured for profit.
3.18
17
Artificial Intelligence Summary
Artificial Intelligence 89%
The AI taking your job tomorrow does not exist. The fear is manufactured for profit.
by Neil Wilkins 2019
3.18
17 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 89%
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 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 89%
Algorithms have learned your blind spots. Now they decide while you feel in control.
by Jacob Ward 2022
3.76
508 ratings
You Look Like a Thing and I Love You
by Janelle Shane • 2019
AI isn't outsmarting us; it's misnaming a kitten. A tour of machine learning's weirdest failures.
4.11
5k+
You Look Like a Thing and I Love You Summary
You Look Like a Thing and I Love You 89%
AI isn't outsmarting us; it's misnaming a kitten. A tour of machine learning's weirdest failures.
by Janelle Shane 2019
4.11
5k+ ratings
HBR Guide to Data Analytics Basics for Managers
by Harvard Business Review • 2018
The manager's checklist: what to verify before any number shapes your next decision.
3.86
383
HBR Guide to Data Analytics Basics for Managers Summary
HBR Guide to Data Analytics Basics for Managers 89%
The manager's checklist: what to verify before any number shapes your next decision.
by Harvard Business Review 2018
3.86
383 ratings
To Save Everything, Click Here
by Evgeny Morozov • 2013
Silicon Valley promised a world without friction. Friction, mess, and dissent are what keep us free.
3.67
1k+
To Save Everything, Click Here Summary
To Save Everything, Click Here 89%
Silicon Valley promised a world without friction. Friction, mess, and dissent are what keep us free.
by Evgeny Morozov 2013
3.67
1k+ ratings
The Seven Deadly Sins of Psychology
by Chris Chambers • 2017
How psychology's methods enable bias, fraud, and shaky results, and the reform that could fix them.
4.41
268
The Seven Deadly Sins of Psychology Summary
The Seven Deadly Sins of Psychology 89%
How psychology's methods enable bias, fraud, and shaky results, and the reform that could fix them.
by Chris Chambers 2017
4.41
268 ratings
Privacy is Power
by Carissa Véliz • 2020
Your data is not the product; it's the toxic spill that's eroding your freedom.
4.02
1k+
Privacy is Power Summary
Privacy is Power 89%
Your data is not the product; it's the toxic spill that's eroding your freedom.
by Carissa Véliz 2020
4.02
1k+ ratings
Standard Deviations
by Gary Smith • 2014
Tortured data, seductive charts, and the cognitive bugs that turn noise into insight.
3.95
911
Standard Deviations Summary
Standard Deviations 88%
Tortured data, seductive charts, and the cognitive bugs that turn noise into insight.
by Gary Smith 2014
3.95
911 ratings
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