Humanization 2026 — Full Reference

[!CAUTION] This skill documents legitimate HCI research (Bézier curves, Fitts's Law, Gaussian keystroke dynamics) for use in authorized browser automation and accessibility testing. Do not use these techniques to circumvent terms of service, impersonate real users, or conduct unauthorized automated access. You are responsible for ensuring your use complies with applicable laws and platform policies.

Why This Skill Exists

In 2026, anti-bot systems use ML behavioral biometric analysis — not just fingerprinting. They analyze: mouse trajectory curvature, velocity profiles, keystroke dwell+flight time distributions, scroll rhythm, idle behavior, and inter-action timing entropy.

Camoufox's humanize=True handles C++-level fingerprint patching. It does NOT handle behavioral patterns — that is entirely your code's responsibility.