ISP incidents remain one of the fastest ways to impact user experience and one of the hardest to prove quickly. In this session, we’ll walk through a real customer example and show how we detected an ISP issue early by comparing user-to-app path performance across regions and ISPs. We’ll also cover how “peer” telemetry (crowd signals across many environments) can help you validate whether an issue is inside your network, at an ISP, or specific to a single site. We’ll focus on the practical workflow:…
This presentation explores the collapse of the legacy, reactive NOC and the rise of the AI-driven Agentic Operations Center (AOC). It outlines how enterprises must strategically delegate operational toil to AI—automating telemetry correlation, triage, and analysis—while preserving human oversight for high-stakes decisions. The session highlights Human-in-the-Loop design, agent-to-agent collaboration, and Zero-Trust guardrails as foundations for safe closed-loop automation. Ultimately, it frames the AOC as both a technological and organizational transformation, elevating engineers from reactive troubleshooting to strategic architecture and autonomous network design.
Enterprises are deploying agentic AI, but risk controls remain incomplete. Observability tools map which agents exist and how they interact, while gateways filter prompts and responses. Yet neither addresses the core problem: what the agent actually executes inside enterprise systems. The real challenge is controlling and verifying actions in production. In this session, we’ll share real-world examples of monitoring the three W’s of enterprise agent behavior—who accessed a system, what they accessed, and why the action was taken. We’ll demonstrate new technologies that enable precise,…
Sound AIOps for network and data center infrastructure must have reliable, accurate, and well-curated data. Yet, in too many infrastructure and network teams, so much focus is placed on cool automation and AI tools that teams lose track of an essential element: the quality and readiness of infrastructure data. Always-accurate Infrastructure and network intent data that makes it easy for humans, machines, and LLMs to understand how the network should behave, is key to success. This talk explores why a knowledge graph approach that integrates…
Let’s start with an amazing fact : despite massive investment in AI infrastructure, most AI clusters operate at just 50–70% average GPU utilization, even during peak periods, highlighting an efficiency gap between theoretical performance and real-world AI infrastructure – we will break down the building blocks of AI clusters and how the most critical parts can be optimized for peak performance.
ONUG Triple T presentations provide you with a unique opportunity to view Tools, Technologies and Techniques that map to solutions that enable trusted Infrastructure to drive business value in today’s Enterprise. From real-world NetDevOps to automating and securing multi-cloud deployments, you will find answers to your unique requirements and challenges. Suppliers have been challenged by ONUG to present solutions that help the enterprise overcome the numerous operational challenges that arise in today’s highly complex IT environments. These are interactive sessions, bring your questions and speak…
ONUG Triple T presentations provide you with a unique opportunity to view Tools, Technologies and Techniques that map to solutions that enable trusted Infrastructure to drive business value in today’s Enterprise. From real-world NetDevOps to automating and securing multi-cloud deployments, you will find answers to your unique requirements and challenges. Suppliers have been challenged by ONUG to present solutions that help the enterprise overcome the numerous operational challenges that arise in today’s highly complex IT environments. These are interactive sessions, bring your questions and speak…
ONUG Triple T presentations provide you with a unique opportunity to view Tools, Technologies and Techniques that map to solutions that enable trusted Infrastructure to drive business value in today’s Enterprise. From real-world NetDevOps to automating and securing multi-cloud deployments, you will find answers to your unique requirements and challenges. Suppliers have been challenged by ONUG to present solutions that help the enterprise overcome the numerous operational challenges that arise in today’s highly complex IT environments. These are interactive sessions, bring your questions and speak…
ONUG Triple T presentations provide you with a unique opportunity to view Tools, Technologies and Techniques that map to solutions that enable trusted Infrastructure to drive business value in today’s Enterprise. From real-world NetDevOps to automating and securing multi-cloud deployments, you will find answers to your unique requirements and challenges. Suppliers have been challenged by ONUG to present solutions that help the enterprise overcome the numerous operational challenges that arise in today’s highly complex IT environments. These are interactive sessions, bring your questions and speak…
ONUG Triple T presentations provide you with a unique opportunity to view Tools, Technologies and Techniques that map to solutions that enable trusted Infrastructure to drive business value in today’s Enterprise. From real-world NetDevOps to automating and securing multi-cloud deployments, you will find answers to your unique requirements and challenges. Suppliers have been challenged by ONUG to present solutions that help the enterprise overcome the numerous operational challenges that arise in today’s highly complex IT environments. These are interactive sessions, bring your questions and speak…
