The transition from monolithic AI models to 'swarms' of smaller, specialized LLMs marks a new phase in cyber warfare. These swarms are being used to automate the entire kill chain, from reconnaissance and social engineering to exploit delivery. The low cost of these models allows threat actors to conduct 'probabilistic attacks,' where they don't need a single perfect exploit but rather a thousand 'good enough' attempts. This overwhelms traditional SOC teams who are tuned for high-fidelity, low-volume alerts.