A new AI-guided systematic approach designs cell surface display elements for therapeutic use. Researchers utilized Nature's framework to optimize how proteins attach to cell membranes. This method accelerates the discovery of potent biological interfaces. Practitioners can now engineer targeted cell-based therapies with higher precision and reduced trial-and-error in the laboratory.