Safety Under Scaffolding: How Evaluation Conditions Shape Measured Safety.

arXiv:2603.10044v4 Announce Type: replace Abstract: Safety benchmarks usually test "bare" models that receive prompts and output responses, but real-world deployments "wrap" those models in complex scaffolds. How much do these scaffolds affect model safety as