Technical topic
Ontology and operational semantics
Identity, relationships, state, provenance, and lifecycle semantics across CMDB, telemetry, and operational systems.
Questions answered
- Ontology, taxonomy, knowledge graph, or semantic layer: which one do you need?
A decision guide for choosing controlled vocabularies, relationship models, graph representations, and governed analytical meaning without buying labels.
- Why does CMDB data become stale even after a cleanup?
A systems diagnosis of CMDB staleness covering identity, evidence, reconciliation, lifecycle events, ownership, freshness budgets, and decision feedback.
Primary field guide
Why Systems Fail — From Ontology Modeling, Observability, and CMDB to AI-Agent Root Cause Investigation
Related books
Reusable resources
The two guides include an original inline decision table or diagnostic checklist.