Language and Responsibility

Emily emphasizes the importance of understanding the failure modes of AI systems, particularly regarding linguistic diversity. She highlights that when these technologies misinterpret or fail due to accent or language variety, the impacts are often unevenly distributed, disproportionately affecting marginalized communities. This raises critical questions about who benefits from these systems and who is left vulnerable.