3,505 user-funded agents traded real ETH over 21 days in the DX Terminal Pro deployment. The system processed 70 billion tokens and 300,000 onchain actions with a 99.9% settlement success rate. This arXiv research proves that structured operating-layer controls can reliably manage autonomous financial agents. Practitioners gain a blueprint for deploying LLMs under real capital.