Monitoring GenAI Applications

Explore the challenges and solutions for monitoring generative AI applications in this conference talk from the Linux Foundation's Open Source Summit. Learn about GenAI Observability as a proactive approach to monitoring AI applications and their underlying cloud infrastructure to optimize performance and reliability. Discover Project Monocle, a community-driven open source initiative under Linux Foundation AI&Data that enables application developers to trace their code across any environment with minimal custom code decoration. Understand how Monocle builds upon OpenTelemetry to provide out-of-the-box support for various generative AI technology components, allowing you to generate OpenTelemetry-compatible traces and spans with little to no code modifications. Examine the consistent format Monocle uses to describe entities such as large language models and vector stores, as well as events like prompts and responses. See how this tool can be seamlessly integrated into both personal development environments and cloud deployments. Address the significant challenges of monitoring and tracing generative AI applications when transitioning from development prototypes to production systems, and gain practical insights into implementing Monocle's Python and TypeScript libraries in your applications with minimal effort.