Alpen Labs CEO Simanta Gautam said AI agents traced Liquid's $320 million BTC exploit in about an hour. According to NS3.AI, Liquid's federation released roughly 3,996 BTC on September 6, 2026, after accepting L-BTC without Bitcoin backing.

Gautam said a payout limit could have blocked this specific route, but no tested rule has been publicly established.