Field Notes — AI

How structured enterprise content models and vector embeddings form the foundation for reliable, context-aware AI delivery in university systems.

Why the rise of AI agents means we must stop treating content as visual layout containers and start architecting it as a queryable knowledge system.

How structured content, semantic endpoints, and the Model Context Protocol transform institutional websites into verifiable knowledge systems for AI agents.