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Figure 2
Architecture of the AI-assisted beamline orchestration framework. User interaction occurs through both a graphical interface and an AI agent. The AI composes workflows from high-level intent using predefined capabilities, while the GUI provides direct control and real-time monitoring. The capability layer abstracts beamline operations and interfaces with shared beamline services, including hardware control, data access, and domain knowledge resources. All actions are executed within the same validated control environment. |

menu![[Figure 2]](soo5005fig2.jpg)
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