Unverified50% confidenceConceptExact time
In Agent security, a false negative means a real attack is let through, which can lead to irreversible consequences such as key exfiltration; a false positive merely blocks a legitimate request, which can be mitigated by retrying or manual review. The costs of the two are asymmetric.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFor privacy protection tools, false negatives (missed detections) lead to irreversible information leakage, while false positives carry a smaller cost; therefore, a fail-safe design bias is more reasonable76% similarUnverifiedWhen an agent simultaneously possesses the ability to execute sensitive operations and erase audit records, prompt injection attacks can cause damage without leaving any trace.68% similarUnverifiedIn scenarios such as sensitive file access control, dangerous command interception and compliance policy enforcement, a silently failing hook can bring real data leakage or irreversible operation risks.68% similarVerifiedIndirect prompt injection attacks plant hidden instructions within normal business data to induce Agents into executing unauthorized operations, representing a security risk at the semantic level rather than the code level.68% similarUnverifiedIn information security, 'incident' broadly refers to any security anomaly, while 'breach' typically implies confirmed unauthorized access to or theft of data, which may trigger mandatory disclosure obligations.68% similar
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