Towards transparent artificial intelligence: Unravelling the black-box behaviour of intelligent agents

Intelligent agents have become integral to our daily tasks and interactive settings, operating across domains as diverse as robotic vision, multimodal reasoning, and mental health support. Despite their impressive performance gains, they remain largely black-box whose internal mechanisms are poorly