Startup tackles knowledge graphs to improve AI accuracy

The text describes Elemental, a system that builds and uses knowledge graphs to provide context for LLMs—helping to assess ship histories, cargo manifests, and environmental conditions to identify anomalous behavior—and includes commentary from a public sector CTO on how knowledge graphs can make LLM outputs more consistent. It is a technology/product description rather than a cybersecurity incident report.