The Power of RAG at Scale: A Year of Explosive Growth and Observability Challenges

Explore the explosive growth of Retrieval Augmented Generation (RAG) and its observability challenges in this 22-minute conference talk by Ricardo Aravena and Joshua Reini from TruEra. Delve into the integration of LLM observability within the machine learning application lifecycle, focusing on the implementation of the TruLens open-source tool on Kubernetes. Learn how to assess RAG performance and accuracy, and gain insights into deploying production-grade LLM applications using cloud-native architecture. Discover the potential of RAG in minimizing LLM hallucinations and understand how organizations leverage Kubernetes and the cloud-native ecosystem to scale LLM applications effectively.

The Power of RAG at Scale: A Year of Explosive Growth and Observab... Ricardo Aravena & Joshua Reini