Is bias baked in?

Abstract

Bias is built into every layer of the Al lifecycle (data, embeddings, training, system instructions, and user feedback). The fundamental dilemma is that we seek two incompatible goals: a model that faithfully reflects the imperfect world and one that corrects current inequality. The educator's role is not to eliminate bias, but to promote awareness and critical vocabulary among students to examine how bias enters and shapes responses