Companies like Anthropic and OpenAI spend months building guardrails to block disinformation and weaponization. Despite these efforts, safety controls remain largely ineffective against determined users. This failure forces a shift toward more robust monitoring. Practitioners must now assume that standard software filters cannot fully prevent malicious actor exploitation.