Overview
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Discover how to establish centralized governance and control across diverse large language model deployments in this 38-minute conference talk from Databricks. Learn to implement unified access controls, compliance guardrails, and comprehensive monitoring through Mosaic AI Gateway, which serves as a central control plane for managing OpenAI, Anthropic, and open-source models like Meta Llama. Explore strategies for streamlining developer workflows with a unified query interface that enables seamless model swapping, experimentation, and A/B testing without hindering innovation velocity. Master cost attribution and usage tracking across teams for enhanced visibility and chargeback capabilities, while implementing enterprise-grade compliance through automated guardrails and comprehensive payload logging. Understand how to ensure production reliability through advanced load balancing and fallback mechanisms, and examine the integration between AI Gateway and Unity Catalog to create a complete governance framework for end-to-end AI agents spanning models, tools, and data sources. Gain practical insights into managing the complexities of multi-provider LLM environments while maintaining security, compliance, and operational efficiency at scale.
Syllabus
Taming the LLM Wild West: Unified Governance with Mosaic AI Gateway
Taught by
Databricks