What Are the Ethical Risks of Embeddings in AI?

Embeddings trained on biased data encode and amplify those biases in ways that are harder to detect than explicit rule-based systems. When embeddings power hiring tools, loan decisions, or content ranking, invisible geometric relationships in vector space can cause measurable, systematic harm to real people.