Recent innovations in catalysis include the development of nano-catalysts, which offer higher surface areas and improved reactivity. Another breakthrough is the use of biocatalysts derived from natural enzymes, which are more environmentally friendly. Additionally, the advent of artificial intelligence and machine learning has enabled the rapid discovery and optimization of new catalytic materials.