OverviewRouteGroundAssureFoundationPhysicalRoadmapEvidenceDemo

Track B · research agenda

Ground

What does the system know, and how do we prove where it came from?

The knowledge graph is a provenance and governance layer, not only a retrieval technique.

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Directions

  1. Corroboration-gated graph construction.
  2. Selective graph pruning for constrained devices.
  3. GraphRAG versus vector RAG compared on quality per watt and per euro.
  4. Temporal and versioned memory with contradiction detection.
  5. Policy as graph.

Picture

IllustrationProvenance knowledge graphInvoiceINV-1042Line itemBearing SKF-6205SupplierMeridian GmbHEvidence APDF pack, corroboratedEvidence BERP export, corroborated
View as table
Illustration nodes
NodeRole
Invoice INV-1042Case under review
Line itemFact extracted from the invoice
SupplierLinked entity
Evidence A and BIndependent sources that corroborate the fact

Planned metrics

Values stay Pending until we publish logs.

Provenance coverage

Share of graph facts with a cited source.

Value: Pending

Contradiction rate

Share of facts that conflict with another retained fact.

Value: Pending

Update cost

Compute and euro cost of a graph refresh.

Value: Pending

Answer accuracy per unit of graph size

Correct answers relative to nodes retained after pruning.

Value: Pending

Connects to

Route · Assure · Foundation · Physical

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