A framework for adaptive diagnostic reasoning in pathology using multimodal large language models has been developed. This technology is being explored for various applications, including precision oncology, conversational diagnostic ai, and pathology expert systems. Research on the framework's potential uses and evaluations is being published across multiple outlets, including nature, frontiers, and the association for the advancement of artificial intelligence.