The GCC maintains restrictive AI rules while the Linux kernel adopts a pragmatic approach to generated code. This heterogeneity extends to Kubernetes, which favors a disclosure-based utility model. Developers face a patchwork of standards across core infrastructure. This inconsistency complicates compliance for contributors working across multiple open-source projects within the same ecosystem.