...The code demonstrates how scripted traffic might be generated and measured, highlighting the kinds of heuristics a platform could use to validate or discount views. It is often used to study rate limits, signature schemes, request patterns, and the fragility of naïve automation. Because it touches on automation against a third-party service, responsible use and adherence to platform terms are emphasized; using such tools to manipulate metrics or violate policies is unethical and can be unlawful. From a security research perspective, understanding these patterns helps both defenders and platform engineers improve abuse detection. ...