The DistriMuSe project develops advanced distributed multi-sensor systems, artificial intelligence, and cloud-edge processing architectures to enable ubiquitous, robust, and secure monitoring of human health, behavior, and intentions in collaborative environments, focusing on critical applications in continuous healthcare, vulnerable road user safety, and secure human-robot interaction in industry.