A 21-day deployment of 3,505 user-funded agents traded $20M in volume using DX Terminal Pro. The system processed 70B inference tokens and 300K onchain actions with 99.9% settlement success. This research proves that structured operating-layer controls can maintain high reliability for LLM agents managing real capital over thousands of sequential decisions.