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Zero Hallucination, by Construction: Hallucination-Aware Layered Oversight for Trustworthy Enterprise AI
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research paper proposes "Hallucination-Aware Layered Oversight" (HALO) for enterprise AI, arguing against waiting for hallucination-free models.
OneBench interpretation
Institutional assessment
So what
This paper re-frames hallucination as an inherent model characteristic requiring architectural mitigation, rather than a bug to be eliminated, directly impacting enterprise AI system design and trustworthiness.
Do what
Your AI agent orchestration and model governance frameworks will need to integrate architectural layers for hallucination detection and correction, rather than relying solely on base model improvements.