Design a knowledge-graph-backed question answering system.

Some questions need precise multi-hop facts that vector retrieval can't chain. The signal is entity linking plus query translation over a graph (or GraphRAG), and knowing when the graph is worth its maintenance cost. Here is the design.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.