This paper explains how we can turn waste biomass from agriculture and industry into valuable materials to replace petroleum-based products. By using computational methods and artificial intelligence, researchers can design more efficient processes to convert plant and animal waste into bioplastics, chemicals, and building materials. Over 100 companies are already successfully doing this, creating products from waste coffee grounds, seaweed, agricultural residue, and other biomass sources.