RAG-Driven Generative AI - Second Edition

4

Building Sovereign Enterprise Agents

In the previous chapter, we successfully implemented a hybrid RAG pipeline directly within a notebook, proving that we can fuse a classical SQL query with an innovative vector search in a single execution. By merging rigid scalar constraints, like employee salary or experience, with semantic similarity in one context-augmented prompt, we demonstrated the true power of the converged database. This transition represents a pivotal architectural decision where we move from manual, linear execution to automated, event-driven modularity. A robust engine requires stateless agents that adhere to a strict interface. If we hard-code our database logic directly into the reasoning engine, we create a brittle system ...