perspective
The LLM knowledge graph architecture is a necessary evolution that addresses the risks of purely parametric AI systems by using graph structures for verifiable grounding, deterministic multi-hop reasoning, and explicit traceability, thereby solving the 'last mile' problem of enterprise AI by translating raw language capability into reliable business intelligence.

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