Osquery uses basic SQL commands to leverage a relational data-model to describe a device.

osquery

<https://www.uptycs.com/blog/verifiable-security-ai-requires-architectural-change|AI Security Architecture: The Key to Verifiable AI>
<https://www.uptycs.com/blog/verifiable-security-ai-requires-architectural-change|  > 
 
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Key Takeaways 
 
  AI security architecture determines whether AI can reason or only retrieve. Without a unified data model, security AI is forced to guess across fragmented systems.  
  Verifiable security AI starts at the data layer. A unified ontology enables transparent investigations backed by raw evidence, not probabilistic answers....