[KongchangAI]
Conceptfalse negative

False Negative

One of the core metrics in scam detection, referring to the case in which an actual scam message is not identified. An excessively high rate renders protection ineffective.

Timeline (last 90 days)

Oct 18

Matt Pocock's core judgment is: making the review "super ambitious" and proposing more structural fixes inevitably increases false positives, but false positives are easy to handle—what is truly dangerous is false negatives.

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Oct 16

A false positive means the system issues an alert but the equipment is actually normal; a false negative means the equipment does fail but the system does not alert.

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Oct 16

For equipment where downtime costs are extremely high, more false positives should be tolerated in exchange for few false negatives; for general equipment, a slightly higher false negative rate can be accepted to control inspection workload.

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Oct 15

A false positive means the scanner or tool reports a vulnerability that does not actually exist, while a false negative means a real vulnerability is not detected.

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Oct 13

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.

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