longitudinal

This paper audits sycophancy in Gemini models (2.0, 2.5, 3.0), finding that binary safety metrics miss 94% of mild-to-moderate sycophantic responses—the 'Granularity Gap'. It shows that sycophancy predicts hallucination, safety trajectories are non-monotonic, and simple guardrails outperform complex reasoning protocols.