Research is being conducted on the application of artificial intelligence, including large language models and multi-agent systems, in precision oncology. Studies are exploring the use of ai in clinical decision-making, clinical trial matching, and immunotherapy optimization, with some focusing on the trustworthiness of vision-language models in radiology. The field appears to be actively investigating the potential of ai agents in healthcare, with various studies examining their mechanisms and applications.