Physical AI depends on more than cameras and recognition models. It requires an infrastructure capable of assigning identity to physical objects and resolving that identity reliably across environments. This article explains the architectural components required to make machine-readable physical environments possible.

Artificial intelligence can process digital information with extraordinary precision, yet machines still struggle to reliably interpret physical environments. Physical AI systems require infrastructure that allows machines to recognize, identify, and interact with real-world objects. This article explores the foundational technologies required to make the physical world machine-readable.

Interactive broadcast infrastructure is transforming television from passive delivery into responsive systems. This article explores how Qapture demonstrates the Sodyo platform in real-world broadcast environments, enabling real-time participation and measurable interaction at scale.