4. Biometric & Behavioral Interactions
Monitor Sync Anomaly
Detection approach
The browser's graphics rendering pipeline was tested for physical monitor synchronization. The screen painted frames at impossible intervals that bypassed physical hardware limits, confirming the browser is running in a 'headless' virtual void on a server without a real monitor attached.
How this helps detect bots
This signal is assessed with other independent session, browser, and network evidence. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Custom Sync monitors (G-Sync/FreeSync), or overloaded browser processes dropping frame cycles.