Recent advancements aim to make catalyst recovery more efficient and sustainable: 1. Smart Materials: Development of catalysts that can be easily separated using magnetic fields or light. 2. Nanotechnology: Use of nanoparticles that can be recovered with minimal energy input. 3. Biocatalysts: Enzymes and other biological catalysts that can be engineered for easy recovery.