Open-weights models now allow fine-tuning for cyber offense and self-replication. This capability exploits fragmented internet infrastructure where targets remain poorly hardened. Attackers hold a structural advantage over defenders in these asymmetric conflicts. Practitioners must prioritize hardening restricted resources to prevent malicious actors from leveraging compute-heavy adversarial models to destabilize existing digital systems.