We implement a multi-layered human simulation engine, including:

•Simulated typing patterns and cursor movements

•Page scrolling and idle times

•Click path randomization and input delays

•Non-linear action flows to avoid detectable patterns

All user behavior is generated through a probabilistic decision model trained to resemble natural engagement patterns on LinkedIn.