Nature Communications, Published online: 29 June 2026; doi:10.1038/s41467-026-74976-z Continuous focus maintenance during intravital 3D imaging remains challenging. Here, Wang et al. proposed a real-time autofocus method for scanning light-field microscopy that enables stable, long-term, multichannel subcellular imaging of neural activities and immune responses in mouse brain and liver.