A knowledge base is more than a data lake; it's information in context that grows as the organization learns. This session covers how structured data, unstructured data, team knowledge, and real-world signals converge into a single hub that powers agentic AI — and why organizations that build this layer now will have an advantage that's almost impossible to replicate later.