Macrophage small extracellular vesicles (sEVs) carry phenotype-linked cargo and bioactivity for immunomodulation and regeneration, but therapeutic translation is limited by low secretion and poor control of function. We introduce a music-activated piezoelectric nanofiber substrate (PES) that converted audible sound into programmable electrical stimulation to enhance sEV biogenesis while tuning macrophage polarization. Adjusting acoustic parameters increased sEV yield, while musically inspired "assemblies" biased macrophage phenotypes: dissonant, low-frequency stimuli promoted M1-like inflammation, whereas consonant, higher-frequency stimuli favored M2-like, regenerative states. These shifts produced distinct sEV cargo and bioactivities. We rationally designed customized music stimulus that maximized both vesicle production and M2 bias, yielding sEVs exhibited regeneration potentials. This work establishes a programmable acoustic-piezoelectric strategy to scale macrophage sEV production while tailoring their therapeutic potency.
Translating AI research into reality: summary of the 2025 voice AI Symposium and Hackathon
The 2025 Voice AI Symposium represented a transition from conceptual research to clinical implementation in vocal biomarker science. Hosted by the NIH-funded Bridge2AI-Voice consortium, the



