This review will provide a comprehensive overview of the historical background, current status, and prospects for integrating AI and ML tools in agricultural tri-typing, encompassing genotyping, phenotyping, and envirotyping, and explore AI-driven tools for genome analysis, HTPP platforms, and environmental data integr...