This comprehensive review examines how agricultural and forestry waste containing lignocellulose can be transformed into valuable products like biofuels, packaging materials, and medical supplies. The paper covers various treatment methods to break down the tough plant material structure and highlights how artificial intelligence can improve these processes. By utilizing this abundant waste resource efficiently, we can reduce environmental pollution, generate renewable energy, and create useful products while supporting a circular economy approach.