Every graph professional eventually meets the Hairball of Hell — the tangled mess that emerges when beautiful graphs outgrow human perception. While AI can thrive in this complexity, we can’t. The solution isn’t more visualisation; it’s meaning. Ontology acts as a semantic scaffold, helping both humans and machines navigate complexity with purpose.