Artificial Intelligence in networking does not begin with neural networks or automation dashboards. It begins with measurement. Within the framework of the Internet Engineering Task Force and the Internet Research Task Force, the first principle is clear: before intelligence, there must be consistency. The IETF does not standardize AI models. Instead, it defines interoperable metrics, protocols,…

As networks grow more complex, operational data becomes both abundant and structured. The Internet Engineering Task Force has developed frameworks that make this data machine-readable and interoperable. Standards such as: RFC 7950: YANG Data Modeling Language RFC 8342: Network Management Datastore Architecture define how configuration and operational state are modeled. AI and Structured Telemetry YANG-based streaming…

Reliable Internet access today forms the backbone of education, communication, and digital growth. Yet, in many rural regions, connectivity remains inconsistent and poorly understood. The challenge is not only about providing access but also about understanding how well that access performs in real-world conditions. The AIORI (Advanced Internet Operations Research in India) initiative addresses this challenge…

Introduction AIORI stands at the forefront of transforming how networks are understood, measured, and optimized. In an era where digital infrastructure behaves like a living system, constantly evolving and generating massive data streams, Artificial Intelligence (AI) becomes the brain that interprets and acts on this data. Aligned with global frameworks from the International Telecommunication Union, AIORI…

Introduction AIORI is redefining how the Internet is measured, moving beyond traditional metrics into a world where Artificial Intelligence (AI) deciphers complex traffic behavior. The Internet today resembles a constantly shifting ecosystem, where patterns evolve by the second. AI brings the capability to understand this dynamic environment at scale. Aligned with global frameworks from the International…