The MEMOR-E project introduces a mobile robot designed to assist Alzheimer's patients and their caregivers through personalized interactions and cognitive support using fine-tuned large language models. This innovation could enhance the quality of care and independence for individuals with Alzheimer's, marking a significant advancement in assistive robotics and AI applications in healthcare.