Nature Communications, Published online: 03 June 2026; doi:10.1038/s41467-026-73981-6 Magnetically controlled swarms of bioadaptive SERS nanoprobes dynamically reconfigure to generate transient electromagnetic hotspots and recruit analytes via convective flows, achieving over tenfold Raman signal amplification for in vivo detection.