AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

Abstract: This paper presents a novel AI-powered Smart Navigation System designed to enhance the mobility and independence of visually impaired individuals. Traditional navigation aids such as guide ...