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Learn how to build production-ready AI agents that can effectively work with enterprise-scale structured data in this 19-minute conference talk from Weights & Biases. Discover Snowflake's approach to creating agents that go beyond simple retrieval-augmented generation (RAG) to deeply understand and reason over complex business data, enabling users to naturally interact with their data through conversation. Explore key challenges in enterprise AI agent deployment including handling messy database schemas, generating reliable SQL queries, maintaining consistent business semantics, and creating transparent processes that non-technical users can trust and understand. Gain practical strategies for scaling AI agents across different departments and integrating them into core business workflows, with insights on making these systems effective, reliable, and trusted partners in enterprise environments.
