AI & the Death of Accuracy: What It Means for Zero-Trust

Gartner warns that growing volumes of AI-generated content could cause 'model collapse'—a degradation in LLM reliability as models train on synthetic or low-quality data—creating security risks like confident-yet-incorrect outputs and weakened guardrails that attackers could exploit. The article urges organizations to adopt zero-trust data governance, tag and verify AI-generated data, implement continuous model behavior evaluation, and maintain disciplined data pipelines that prioritize human-generated signal to reduce the risk.