The Problem Is Not the Graph

Sun, 11 Oct 2026 00:00:00 +0000

The wrong conclusion to draw from Harpy is that graphs are the problem. The more consequential limitation was the world in which Harpy could operate: a tightly constrained vocabulary, grammar and task. Its graph encoded that limitation, but was not identical to it.

That distinction matters whenever knowledge graphs are contrasted with statistical learning. A graph can be brittle. It can be too expensive to curate. It can hard-code a mistaken ontology. None of those facts make graph structure inherently incompatible with learning—or establish that removing explicit structure creates an open-world system.

State Space on Uni Matrix Zero

The Problem Is Not the Graph