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4. Biometric & Behavioral Interactions

Blocked Challenge Iframe

Detection approach

A same-origin about:blank iframe injected a challenge script that should have posted a verification hash back to the parent window. The hash was never received. This indicates the bot's resource blocker intentionally dropped the iframe to save bandwidth. Downgraded to 15 if an ad-blocker is detected.

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

Ad-blocker extensions preventing iframe scripts from loading to block tracking.

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