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RESEARCH27

Grokers: Bottom-Up Inductive Comprehension and Write-Time Intelligence over Typed Knowledge Graphs

arXiv CS.AIΒ·June 2, 2026

Grokers is an innovative architecture for building persistent, structured comprehension of typed knowledge graphs through bottom-up inductive traversal. Unlike RAG, it shifts intelligence to write time, where autonomous Groker agents analyze and enrich attributes via language models for all future queries at zero cost.

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