Visual reasoning is a crucial aspect of artificial intelligence, and knowledge-adapted captions play a significant role in enhancing it.By enriching image captions with external knowledge from knowledge graphs, machines can achieve better visual understanding.Knowledge-adapted captions provide contextually rich descriptions that facilitate complex visual reasoning tasks.Implementing knowledge-adapted captions requires expertise, but the potential benefits span various sectors and domains.