humanization-2026

This module is a sophisticated browser-humanization toolkit explicitly designed to evade ML-based behavioral detectors. It contains no direct malware primitives (no credential theft, no remote exfiltration, no obfuscated payloads), but its explicit evasion goal and included end-to-end automation flows significantly increase the risk of abusive use (spam, manipulation, stealthy scraping, account automation) when combined with fingerprint spoofing or valid credentials. Treat as high misuse risk: restrict to authorized testing environments, require policy/ethics review before use on real user accounts or third-party services, and avoid integrating into production automation that interacts with external platforms without consent.