The Open RAN Alliance's newly ratified AI-Native RIC specification represents a fundamental architectural shift in how 5G-Advanced and early 6G networks embed machine learning directly into the RAN Intelligent Controller. This marks the transition from AI-as-overlay to AI-as-core-infrastructure, ena