Contributed to the rancher/node-feature-discovery repository by developing foundational support for the AMXFP8 feature, including detailed documentation in Markdown that describes its role as an Advanced Matrix Extension for FP8 tile multiplication. Established CPUID-based detection groundwork in Go, improving feature discoverability and onboarding for downstream users. In a subsequent update, addressed reliability in the NFD Master by implementing robust cache synchronization for the Namespace Informer, ensuring errors are surfaced if synchronization fails and adding monitoring for cache sync duration. This work enhanced system stability and observability, leveraging Go, Kubernetes, and system programming skills to address both feature development and operational robustness.