AI RESEARCH
From Business Events to Auditable Decisions: Ontology-Governed Graph Simulation for Enterprise AI
arXiv CS.AI
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ArXi:2604.08603v1 Announce Type: new Existing LLM-based agent systems share a common architectural failure: they answer from the unrestricted knowledge space without first simulating how active business scenarios reshape that space for the event at hand -- producing decisions that are fluent but ungrounded and carrying no audit trail.