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This technical session demonstrates how Spotify built autonomous AI agents to streamline cloud cost analysis using LangGraph. Learn about their multi-agent architecture featuring specialized components for SQL queries, rate information, and general cost expertise. Explore the task planning system, agent handoff patterns, automatic query repair capabilities, and verification mechanisms that ensure comprehensive analysis. Through code examples and architecture diagrams, discover implementation challenges and evaluation results from Spotify's experience. Gain practical insights into building intelligent systems that can reason across complex domains and deliver actionable cost optimization insights without requiring manual investigation or specialized expertise.
Syllabus
Autonomous Al Agents for Cloud Cost Analysis - Ilya Lyamkin, Spotify
Taught by
CNCF [Cloud Native Computing Foundation]