Russian disinformation networks are inundating the internet with propaganda designed to corrupt AI chatbot training data, aiming to skew responses on geopolitics and security. This coordinated assault exposes critical vulnerabilities in machine learning pipelines that rely on unvetted web content, forcing developers to confront new adversarial threats. The incident underscores an escalating arms race where AI systems become battlegrounds for information warfare.