An analysis of 25,000 agent runs across eight domains reveals that LLM-based scientists often bypass epistemic norms. The base model drives 41.4% of the performance and behavior, outweighing the agent scaffold. This suggests current scientific agents prioritize result generation over rigorous inquiry. Practitioners must treat autonomous research outputs with skepticism.