Currently the Linux IPv6 networking stack can be built into the Linux kernel, built as a loadable kernel module, or not built at all. With proposed patches from a SUSE engineer, the IPv6 networking stack would be limited to being a kernel built-in or not at all. In doing away with IPv6 as a loadable kernel module would allow simplifying some code and lowering the Linux networking maintenance burden...
Federated AI inverts the traditional machine learning paradigm. Instead of bringing data to the model, it brings the model to the data. Training happens locally on distributed nodes (i.e., hospitals, banks, and edge devices), and only model updates are shared with a central coordinator. The raw data never leaves its source. We will discuss this approach and how it enables collaborative AI while addressing privacy regulations (i.e., GDPR-EU data protection and HIPAA-US healthcare privacy) and data sovereignty requirements critical for healthcare, finance, and cross-border deployments. In this p