A 21-day deployment of 3,505 user-funded agents generated $20M in trading volume using DX Terminal Pro. The system processed 70B inference tokens and 300K onchain actions with a 99.9% settlement success rate. This research proves that structured operating-layer controls can maintain high reliability. Practitioners now have a blueprint for managing autonomous agents with real capital.