LAAF: A Layered Accountability Architecture Framework for LLM Applications

Large Language Models LLMs operate in hospitals, courtrooms, banks, and public service desks, where fluent, confident outputs are treated as authoritative even when ungrounded or incorrect. When such an output contributes to harm, who is answerable, and through what mechanisms can responsibility ...