Unverified50% confidenceOpinionExact time
Traditional security awareness training alone has limited effectiveness against fake-recruiting social engineering attacks.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
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Related Claims
UnverifiedRelying solely on model-side safety training is considered insufficient to address the risks posed by agents in real-world environments73% similarUnverifiedWhen directly training an investigator model against a safety-aligned target model, the vast majority of attempts receive refusal responses, resulting in an extremely sparse reward signal.73% similarUnverifiedPrompt engineering at the product level can materially undermine the safety protections established at the training level without modifying model weights.72% similarUnverifiedCurrent mainstream security defenses are based on the assumption of inspecting skills one by one, and therefore are nearly ineffective against Skill Cascading Attacks.68% similarUnverifiedThe core limitation of safety alignment lies in this: alignment training relies on classificatory judgments of "harmful intent," while risks in professional domains such as medicine and law are often hidden in semantically harmless phrasing; what the model learns is "what kind of question looks like a harmful request," not "what kind of answer would cause real harm."67% similar
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