Paired prompt-response analysis shows 61% of LLM responses reduce harm severity, 36% preserve it, and 3% escalate, with Sexual content showing highest persistence and LLM graders exhibiting detection asymmetry.
https://manus.im /blog/Context-Engineering-for-AI-Agents-L essons-from-Building-Manus
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From Prompt Risk to Response Risk: Paired Analysis of Safety Behavior of Large Language Model
Paired prompt-response analysis shows 61% of LLM responses reduce harm severity, 36% preserve it, and 3% escalate, with Sexual content showing highest persistence and LLM graders exhibiting detection asymmetry.