Summary

Synthesizes all defense effectiveness data to answer what defense architectures actually reduce attack success. Draws on the defense benchmark (120 FLIP-graded traces), cross-provider safety inheritance (50 models, 24,477 results), and GLM-5 safety resilience investigation (25 traces).