AI Safety & Ethics

Bias & Fairness

Training data bias, cultural bias, Common Crawl

10 episodes

#3852: The Hidden Workforce Behind AI's Intelligence

Behind every "intelligent" AI system are millions of workers in Kenya, India, and the Philippines doing repetitive tasks for poverty wages.

ai-ethicslabor-ethicstraining-data

#3649: When Wikipedia Feels Less Reliable Than AI

One reader explains why he now trusts AI more than Wikipedia on contested topics like Israel and Zionism.

israelcultural-biasmisinformation

#3628: Why German Comedy Is the Control Group for Jokes

Why deadpan lands in Dublin but not Tokyo, and what Hofstede’s cultural dimensions predict about your sense of humor.

cultural-biaslinguisticshumor-styles

#3150: Can Life Skills Prevent Crime Before It Starts?

The evidence is decades old — why aren't we teaching life skills before people offend?

child-developmentpublic-healthharm-reduction

#3087: Inside the Conspiracy Mind: History, Belief, and Harm

Why do humans fall for conspiracy theories? History, psychology, and the surprising data on who actually believes.

misinformationcultural-biaspolitical-history

#2430: Where Men's Advocacy Crosses Into Misogyny

How to acknowledge real male grievances without falling into the manosphere's woman-hating fringe.

misinformationextremismsocial-engineering

#2424: What Feminists Actually Mean by "The Patriarchy

Unpacking the structural concept, the popular shorthand, and where the line gets blurry between critiquing systems and demonizing individuals.

cultural-biasmisinformationfree-speech

#2411: Are Political Bias Benchmarks Actually Measuring Anything?

Why the Political Compass Test fails, and what researchers are building instead to actually measure model bias.

ai-ethicscultural-biasbenchmarks

#2409: When AI Cheats on Cultural Knowledge

Five benchmarks that reveal how AI systems fail at cultural knowledge — and what their methodologies tell us.

cultural-biasbenchmarksmultimodal-ai

#1995: The Human Curriculum Machine

The current education standard isn't neutral—it's a political machine.

child-developmentcurriculum-machinetextbook-politics