Harish Kumar

CogniGraph: Governed Graph-of-Agents Reasoning over Knowledge Graph Topologies with Semantic SHACL Validation and Constrained F1 Evaluation

Abstract. Multi-agent large language model (LLM) systems are increasingly deployed for regulatoryand high-stakes reasoning, yet none of the prevailing flat-topology frameworks—AutoGen, CrewAI,LangGraph—enforce semantic governance over what each agent may say, in whose name, and withinwhich scope. The result is what we...