AI research
The research paper "Self--Correcting Ontological Alignment in Multi--Agent RAG Systems" (arXiv:2605.13442), published on May 13, 2026, introduces a decentralized framework for maintaining logical consistency across heterogeneous knowledge bases. The authors propose "Consensus--Driven Ontology Grounding" (CDOG), where multiple specialized LLM agents negotiate ontological mappings in real--time to resolve contradictions during the retrieval process. This breakthrough allows for the integration of conflicting data sources by establishing a dynamic "Truth--Anchor" through iterative logical refinement, significantly reducing hallucinations in complex, multi--domain reasoning tasks.