grokers

This paper presents Grokers, an architecture for bottom-up inductive comprehension of typed knowledge graphs that pushes intelligence to write time, eliminating LM calls at query time. It proves three formal theorems about byte-identity, accumulation monotonicity, and dual-traversal ordering.