Multi-Agent System execution ontology for observability and explainability.
MAS Ontology Core
Multi-Agent System concepts: agents, tasks, workflows, memory, and execution primitives.
Defines the structural and behavioral vocabulary for MAS governance.
Metrics Ontology Governance
Metric templates and score nodes: cost, quality, performance, reliability.
W3C SOSA-based framework for MAS evaluation metrics.
Semantic Ontology Embedding
Semantic embedding layer for MAS trajectories. Defines Embedding classes
and State/Execution to Embedding links.
Analysis Ontology Analytics
Post-hoc analytical layer for the MAS execution KG: group-scoped analysis
reports (consistency, anomaly, normal behaviour) anchored to execution nodes.
Insight Ontology Analytics
Rendered, catalog-templated insights attached to KG nodes (MAS, Agent,
Session, SemanticGroup), produced by the intelligence-worker.