RAG is not broken, naive vector-only RAG fails at scale. What’s broken is the idea that meaning = vector similarity. At scale, that collapses. The future is neurosymbolic AI:
•ontologies for structure
•deterministic layers for truth
•LLMs for interpretation (not
Beyond Vector Similarity: Neurosymbolic AI and RAG Evolution
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