Project Glasswing's discovery of 10,000 flaws highlights the dual-use nature of AI. While Anthropic uses it for defense, the same logic can be applied by actors like TeamPCP to automate the discovery of zero-days in the supply chain. We are seeing the emergence of 'AI-on-AI' conflict, where defensive models attempt to patch faster than offensive models can exploit.