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The Hidden Infrastructure Behind Every AI Agent

MLOps.community via YouTube

Overview

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Explore the critical infrastructure powering AI agents in this 16-minute lightning talk that reveals how AI Gateways serve as mission-critical handlers behind every AI agent deployment. Discover how these gateways are evolving to address the unique challenges of GenAI environments, including dynamic routing capabilities that adapt to changing traffic patterns, sophisticated access control mechanisms for security, cost-aware load balancing to optimize resource utilization, and model-aware failover systems that ensure reliability across different AI models. Learn about the observability tools and techniques essential for monitoring multi-model environments where various AI systems interact and generate substantial traffic loads. Understand the emerging infrastructure patterns that support the new landscape of AI-powered software, from traffic management strategies to security implementations that protect AI services while maintaining performance. Gain insights into how organizations can build scalable, secure platforms for AI agent deployment, with practical knowledge about open-source projects like Envoy Gateway, Istio, and Kubernetes Gateway API that simplify the complexity of managing AI traffic. Whether you're actively building AI agents or working to manage the infrastructure demands they create, acquire the technical understanding needed to implement robust gateway solutions that can handle the evolving realities of generative AI workloads.

Syllabus

The Hidden Infrastructure Behind Every AI Agent

Taught by

MLOps.community

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