Researchers are examining the use of large language models in healthcare, particularly in Saudi Arabia, with a focus on trust and ethical considerations. Various studies and frameworks are being developed to evaluate and improve the safety and responsibility of these models in medical applications. The development of new algorithms and systems, such as speculative decoding and personalized models, may also be contributing to advancements in this field.