Unverified50% confidenceFactExact time
Defense in depth advocates layering security controls across multiple independent levels.
1
Sources
50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
Sources
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Unverified纵深防御应覆盖网络层、认证层、权限层和运维层，并遵循最小权限原则避免默认开放 root 访问73% similarUnverifiedThe industry increasingly emphasizes defense in depth, which cannot rely solely on the model's own refusal capability but also requires additional monitoring at the API call layer and user identity verification layer71% similarUnverifiedNational-level critical infrastructure typically has multi-layered protection mechanisms and physical isolation measures.70% similarUnverifiedThe core advantage of the out-of-band monitoring architecture is that the monitoring layer is independent of the host CPU and GPU, so even if the host-side model or system is compromised, the monitoring layer can still operate and enforce isolation.65% similar
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