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Recommended video:
   • What Science Says About a Future with AI  


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Companies are quietly outsourcing life-changing decisions—like who gets hired, who gets a loan, or who gets medical care—to algorithms nobody fully understands. These “black box” AI systems are trained on mountains of past data, but the rules they follow are hidden even from their creators. That means they don’t just replicate human bias—they can magnify it, at scale, and without accountability.
In this video, we break down how these systems work, the infamous cases where they went wrong, and the growing regulations trying to rein them in. From Amazon’s failed AI recruiter to hospital algorithms that disadvantaged Black patients, the risks are real—and they’re already here. The question is: can we make AI fair, or are we just building a smarter way to discriminate?


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📚 Sources & References
AI in Hiring & ATS Systems
ResumeGenius – AI’s impact on hiring: https://resumegenius.com/blog/job-hun...


World Economic Forum – AI hiring and the human touch: https://www.weforum.org/stories/2025/...


ScienceDirect – Gender bias in job referrals: https://www.sciencedirect.com/science...


Jouku – Application scoring guide: https://resources.jouku.com/2024/06/1...


SelectSoftware Reviews – ATS usage statistics: https://www.selectsoftwarereviews.com...


Fullsight – Recruiter satisfaction with ATS: https://www.fullsight.io/blog/94-of-r...


Insight Global – 2025 AI in hiring report: https://insightglobal.com/2025-ai-in-...


Black Box AI Discrimination Cases
Reuters – Amazon’s secret AI recruiting tool showed bias: https://www.reuters.com/article/busin...


Washington Post (archived) – Complaint against HireVue: https://archive.is/20200615001736/htt...


Wired – How a healthcare algorithm favored white patients: https://www.wired.com/story/how-algor...


Wikipedia – Algorithmic bias overview: https://en.wikipedia.org/wiki/Algorit...


Alternative Approaches & Regulation
Pymetrics Bias Audit Whitepaper: https://cbw.sh/static/audit/pymetrics...


Reddit – Recruiting community reactions to Pymetrics:   / so_like_what_the_fuck_is_the_deal_with_pym...  


Reddit – Pymetrics criticism thread:   / pymetrics_is_braindead_stupid_and_should_p...  


NYC Automated Employment Decision Tools (Local Law 144): https://www.nyc.gov/site/dca/about/au...


Reuters – Risks of sleepwalking into AI misuse: https://www.reuters.com/sustainabilit...



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