open standards

Why AI Infrastructure Won’t Scale Without Shared Open Standards

AI scaling in production is hindered by operational fragmentation and a lack of shared open standards, rather than model limitations. The next scaling layer requires open standards for data, security, governance, and platform interfaces to enable interoperability across AI systems.