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2. Evasion, Debugger, & Anti-Stealth Traps

Hex-Edited CDP Leak

Detection approach

Renamed CDP initialization leak detected. undetected-chromedriver replaces 'cdc_' with a random 20-30 character lowercase string, but the injected array/object structure remains.

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

Heavy security suites or custom browser extensions using hex-edited helper scripts.

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