The Pipeline Problem: How Bias Flows from Classrooms to Algorithms

A deep dive into how bias isn’t random—it’s systemic. This piece explores how inequality is embedded across education, corporate systems, and artificial intelligence, tracing a powerful pipeline from classrooms to code. Backed by research and real-world case studies, it reveals how decisions made today are shaping a future where bias can be automated, scaled, and hidden in plain sight—and what it takes to break that cycle.