14 November 2025
DESY
Europe/Berlin timezone

Early experiences with agentic generative AI for EuXFEL operations support

14 Nov 2025, 11:55
10m
Flash Seminar Room (DESY)

Flash Seminar Room

DESY

Speakers

Florian Sohn (Eur.XFEL (European XFEL)) Steffen Hauf (Eur.XFEL (European XFEL))

Description

Generative AI is increasingly playing a role in supporting the operation of light sources, e.g. through support assistants or tools that cover certain recurring tasks. While LLM-based coding assistants are somewhat established, and RAG-based knowledge assistants are reaching production-readiness levels in well-defined domains, agentic generative AI, to which operational tasks are handed off, are still in an emergent state, with prototypes being tested. In this contribution, we present currently ongoing evaluations at the EuXFEL on using the model context protocol (MCP) to provide contextual awareness for agentic LLMs in a scientific operational setting. The technology stack presented utilizes FastMCP and mcp_use for MCP integration, QdrantDB as a vector database, and explores Zulip as a front-end.

Authors

Danilo Enoque Ferreira de Lima (Eur.XFEL (European XFEL)) Fady Adibsamy Bishara (Eur.XFEL (European XFEL)) Florian Sohn (Eur.XFEL (European XFEL)) Luca Gelisio (European XFEL) Mahmoud Ajami (Eur.XFEL (European XFEL)) Steffen Hauf (Eur.XFEL (European XFEL))

Presentation materials