Analysis of the 2025 Neo-Tokyo blackout reveals a sophisticated 'zero-day swarm' leveraging LLM-orchestrated packet injection. By exploiting latent vulnerabilities in legacy IoT edge-nodes, the adversary induced a cascading frequency imbalance. This event marks the definitive shift toward autonomous cyber-warfare, necessitating the current 2026 mandatory hardware-level cryptographic attestation protocols now implemented.