Aeglos
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

LIFELINE is an AI layer for critical infrastructure that reads the warning signs people already write — a security team's intrusion alert, a line crew's radio note about a tree on a line, a storm bulletin — turns them into specific, confidence-scored threats, and checks every candidate response against a live physics simulation of a town's coupled power, water, and communications networks before arming anything. It only acts when the simulation proves the move helps if the threat is real and does no harm if it isn't — it thinks before the crisis, then acts the instant failure hits. Benchmarked across five disaster storylines (a cyber intrusion on the grid, a storm, a storm plus a cascading second failure, a sudden failure with jammed backup switches, and a false alarm) against two conventional control baselines on a physics-grade simulated town — a CIGRE benchmark power feeder, an EPANET water network, and a modeled communications layer — LIFELINE eliminated essential power loss entirely in four of five scenarios and caused zero false-positive harm on the false alarm, while the conventional baselines lost real essential service in every attack scenario.