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1.According to the article, what is a primary reason why safety engineering resists benchmark-driven evaluation?

2.What does the paper introduce as 'the competence shadow'?

3.How does the paper describe the impact of the competence shadow on performance degradation?

4.What is the central finding regarding AI assistance in safety engineering?