Knowledge graphs and linked documents show that things are connected. Connection is necessary and not sufficient. For AI that acts, knowledge must be computable: entities, rules, evidence, versions, and reasoning steps a machine can evaluate and a human can audit.

Computable knowledge is the bridge from retrieval to decision and from decision to supervised action. It is the layer ForgePilot puts under agents — so execution is grounded, not improvised.

Originally published on LinkedIn Articles by Gengfeng Liu. Site copy is a public methodology summary for indexing on aiforgepilot.com; full LinkedIn text can replace this page when exported.