Pi-Loop is a CLI tool built on the pi SDK that automates a reference intake workflow by processing URLs from a queue file through fresh agent sessions. It implements safety mechanisms to prevent duplicate processing, handle failures gracefully, and maintain monotonic progress while supporting configurable model selection and environment-based customization.