NVIDIA published architectural guidance on safety systems for autonomous vehicles, arguing that safety must be embedded in OS design (Halos OS) rather than added post-hoc. The position reinforces NVIDIA's pitch to automakers and fleet operators deploying Level 4+ systems, where software architecture and hardware co-design are critical to regulatory approval.