We built an LLM pipeline to help a large network operations team stay on top of trouble tickets. It ran quietly in production until the moment it was supposed to earn its keep. In early 2026, a major winter storm swept across a wide region and knocked out power to more than a million people; network equipment failed in bulk, tickets poured in, and the summarizer meant to help engineers triage the chaos went dark.