Recent studies reveal pivotal mechanisms linking aging to disease development and therapeutic strategies. Notably, research highlights the role of hematopoietic stem cell mutations in blood aging and leukemia risk, and the discovery of a genetic switch enabling tissue regeneration in mammals. Furthermore, novel computational tools and AI algorithms enhance our understanding of molecular and cellular behaviors in aging and development. These advances collectively offer potential for early diagnosis, personalized interventions, and regenerative medicine applications.