According to DeepLearning.AI, AI agents with capabilities to browse the web, fill out forms, and execute online transactions are transitioning from research demos to functional tools. These agents must navigate complex and dynamic web environments, which include changing layouts and intrusive popups, posing challenges for accurate task execution.