I observed something while sorting DUSK fork tests by P95 network delay the 500 ms alert looked useful until I checked what it was actually catching.
A threshold can sound precise and still be a weak predictor.
For DUSK Network, I would not judge latency alone. ROC-AUC across P95 delay, packet loss, and validator availability matters because each signal may separate fork and non-fork rounds differently. Then the confusion matrix shows the part AUC can hide false alarms, missed forks, and how often a high-risk round was actually harmless.
The 250 ms threshold may catch more fork events but flood the system with noise. At 750 ms, precision may improve while recall collapses. The 500 ms line sits between them, but “balanced” is not automatically useful.
What matters for DUSK is risk control vs alert volume, not latency vs no latency.
I would also watch fork-risk lift in the highest-latency quartile. If that group does not show a meaningful concentration of forks, latency may be correlated but operationally weak.
My quiet doubt is simple does DUSK token security improve because the alert looks statistically good, or only when it catches the rare events that actually matter?
@Dusk_Foundation #dusk $DUSK
A threshold can sound precise and still be a weak predictor.
For DUSK Network, I would not judge latency alone. ROC-AUC across P95 delay, packet loss, and validator availability matters because each signal may separate fork and non-fork rounds differently. Then the confusion matrix shows the part AUC can hide false alarms, missed forks, and how often a high-risk round was actually harmless.
The 250 ms threshold may catch more fork events but flood the system with noise. At 750 ms, precision may improve while recall collapses. The 500 ms line sits between them, but “balanced” is not automatically useful.
What matters for DUSK is risk control vs alert volume, not latency vs no latency.
I would also watch fork-risk lift in the highest-latency quartile. If that group does not show a meaningful concentration of forks, latency may be correlated but operationally weak.
My quiet doubt is simple does DUSK token security improve because the alert looks statistically good, or only when it catches the rare events that actually matter?
@Dusk_Foundation #dusk $DUSK