Navigate Knowledge

Building Knowledge Graphs where every entity is a handle back to the evidence that created it.

THE APPROACH

Entities as handles. Not facts.

Most knowledge graphs collapse uncertainty into confidence. Knowledge Maps keep the thread back to evidence - so AI reasons from source, not schema.

- Evidence-first. Every node links to the exact span in the source document.

- Just-In-Time Resolution. Entity resolution is deferred to query time. Ambiguity is represented,

not erased.

- SQL is ETL. Extraction and graph construction run inside BigQuery — no pipeline rebuilds, no

data movement.

WORKSHOP AGENDA

Built on GraphXR