Google DeepMind published a research paper describing SynthIDBio, a method to watermark AI-designed proteins by subtly biasing amino acid choices during design without compromising protein function.

The watermark is distributed across the protein sequence and requires a cryptographic key to detect, enabling identification of proteins from trusted researchers.