Algorithms

Drift Detection Math

The quantitative logic behind Lindr's behavioral alerts.

The Drift Calculation

Drift is measured as the Root Mean Square (RMS) deviation between the Target Persona vector and the Observed Response vector across all 10 personality dimensions.

Drift = sqrt( Σ (Target_i - Observed_i)² / N )

Alert Thresholds

By default, alerts are triggered when the aggregate drift exceeds 15 points. This threshold can be customized per-monitor.

Tolerance Gradients

Lindr supports "Warning" and "Critical" states based on the severity of the calculated distance.