Open-weights models now enable fine-tuning for cyber offense and self-replication. This capability exploits fragmented internet infrastructure where many resources remain politely restricted rather than hardened. Because cybersecurity is inherently asymmetric, attackers hold a distinct advantage. Practitioners must prioritize hardening infrastructure against models specifically optimized to create adversarial competitive pressure in the compute landscape.