AIBullisharXiv – CS AI · 6h ago7/10
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Grokers: Bottom-Up Inductive Comprehension and Write-Time Intelligence over Typed Knowledge Graphs
Grokers introduces an architecture that shifts AI comprehension costs from query time to write time by using autonomous agents to pre-analyze and enrich typed knowledge graphs, eliminating repeated language model calls through inductive dependency traversal. The system proves three formal theorems about cache efficiency, interaction resolution, and correct traversal ordering while providing a deterministic alternative to embedding-based search.