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The author describes how integrating Open Terminal with Open WebUI enables a self-hosted AI agent capable of searching large legal documents and generating notes via shell commands, using Qwen 27B on Ollama. They highlight that terminal access allows the model to reason step-by-step and extract relevant sections from documents far exceeding the context window.