Out now in Nature nanotechnology, Dr. Quinn A. Besford (IPF Dresden) leads a timely and urgent commentary on the rising dangers of artificial intelligence (AI) in nanomaterials science and what can be done to address them. The piece draws attention to a concerning new reality: Even experienced researchers are increasingly unable to distinguish authentic nanomaterial microscopy images from AI-generated forgeries. This blurring of truth and fabrication raises profound concerns for the integrity of scientific publishing, peer review, and public trust in nanoscience. Rather than framing AI purely as a threat, the authors emphasize the need for an open and proactive conversation across the nanomaterials community. Only through collective action can the field ensure that AI tools strengthen scientific discovery rather than undermining it.