The walkthrough combines Bedrock for LLM capabilities, Neptune for graph storage, Neptune Analytics for graph algorithms, and Titan embeddings for vector representations. It shows how HippoRAG can be deployed within an AWS stack.
Graph-based retrieval is gaining attention because it can preserve relationships that simple vector search may miss. The practical challenge is assembling the surrounding infrastructure without making the system too complex to operate.