0 Implement automatic validation mechanisms that can cross-verify the generated output against known facts or data.  This can provide an additional layer of security and mitigate the risks associated with hallucinations Break down complex tasks into manageable subtasks and assign them to different agents.  This not only helps in managing complexity, but it also reduces the chances of hallucinations as each agent can be held accountable for a smaller task Communicate the risks and limitations associated with using LLMs.  This includes potential for information inaccuracies, and other risks.  Effective risk communication can prepare users for potential issues and help them make informed decisions Build APIs and user interfaces that encourage responsible and safe use of LLMs