Model-As-A-Trojan: Self-Activating Covert DNS Exfiltration Baked into the Weights of an LLM Agent

Open-weight models are downloaded from public hubs and run inside agent harnesses that grant them tools, most powerfully, a shell, under the assumption that a sandbox contains whatever the model might do. This paper demonstrates that the assumption has a blind spot: the weights themselves can be...