Medina County officials warned that an AI-based app is distributing false information about the local fairgrounds. The tool generates inaccurate details regarding event logistics and schedules. This incident highlights a persistent vulnerability in LLM-driven local discovery tools. Developers must prioritize grounding mechanisms to prevent hallucinations from impacting physical community events and public safety.