Generative AI is flooding the web with synthetic content, threatening the factual integrity of Wikipedia. The platform now faces a surge of sophisticated, AI-generated misinformation that mimics human editing styles. This creates a critical verification burden for volunteer moderators. The outcome determines whether human-curated knowledge survives as a reliable anchor for future LLM training sets.