New neurosymbolic architecture uses ontologies to prevent AI hallucinations and ensure regulatory compliance in enterprise LLM systems

Foundation AgenticOS (FAOS) platform implements three-layer ontological framework (Role, Domain, and Interaction ontologies) to ground LLM reasoning in formal semantic knowledge

Asymmetric neurosymbolic coupling constrains both agent inputs through context assembly and tool discovery, and outputs through response validation and compliance checking

Addresses critical enterprise adoption barriers including hallucination, domain drift, and inability to enforce regulatory requirements at the reasoning level

Evaluated through controlled experiment with 600 runs across five industries to validate effectiveness of ontology-constrained neural reasoning