The future of artificial intelligence and agent-based interfaces is opening up new ways of managing information and interacting with data. Tools such as ChatGPT and advanced language models have already proven their value in delivering fast, accurate, and highly personalized responses. However, there are many avenues to explore to further optimize the user experience: implementing advanced features such as intelligent cataloging, proactive search, and user collaboration can turn current limitations into strengths. In the future, AI interfaces will need to evolve not only to meet user needs but also to anticipate them, fostering smoother, more intuitive, and collaborative interactions.