researchers documented what they call the first ransomware campaign run entirely by a language model, exploiting a known flaw in alibaba's nacos software and adapting autonomously to obstacles. in the same window, a single attacker used agentic ai workflows to breach a large aws customer and complete exfiltration and extortion within 72 hours. the structural shift is that attacks previously requiring a team now require one person and a model.