Jason Yueh of VicOne joins a conversation recorded at MACHINA, the day zero event of the RAISE Summit in Paris 2026, to discuss robotics security, physical artificial intelligence, and supply chain integrity. Yueh brings deep expertise across automotive and robotic platforms and they outline VicOne's approach to full lifecycle protection, including software bill of materials, SBOM and component provenance, in-device hardening and continuous monitoring via vehicle security operations centers, SOCs. They highlight emerging AI risks such as prompt injection and adversarial image attacks and discuss model risk and required defensive controls. Key takeaways emphasize prioritizing supply chain visibility and software bill of materials, SBOM, to manage vulnerabilities and treating cybersecurity as the foundation of safety. Yueh stresses full lifecycle coverage from component sourcing and regulatory compliance with the Cyber Resilience Act, CRA and ISO 21434 to device hardening and continuous monitoring by security operations centers, SOCs. These measures support resilient robotic and vehicle systems as AI agents and model risks demand new defensive strategies.