Knowledge Graph

What is the KG?

A typed graph of neighbourhood entities (places, organisations, projects, stakeholders, indicators) and the relations between them (located_in, funded_by, impacts, cites). Stored in kg_nodes and kg_edges; browseable at /explore.

How Agents Build It

1. The Data Scout agent extracts named entities from every source document.
2. Entities are deduped by name + category against existing nodes.
3. The Synthesis agent emits relation triples cited to the source.
4. New nodes/edges are written transactionally with the agent run ID.

Exploring Connections

/explore renders the subgraph for the selected neighbourhood. Click a node to expand its neighbours, follow an edge to its source citation. Use it to trace why a recommendation cites a particular funding programme or stakeholder.