21–23 Feb 2024
DESY
Europe/Berlin timezone

Building an Intelligent Accelerator Operations Assistant using Advanced Prompt Engineering Techniques and a High Level Control System Toolkit

Not scheduled
20m
Auditorium (DESY)

Auditorium

DESY

Notkestr. 85 22607 Hamburg

Speaker

Dr Frank Mayet (MPY1 (MPY Fachgruppe 1))

Description

In this talk a work-in-progress implementation of an accelerator operations assistant is presented. The assistant is based on the open Mixtral:8x7b-instruct LLM and can tap into the high-level control system toolkit 'doocs_generic_experiment', written for and used at the dedicated R&D accelerator ARES at DESY. Furthermore, it has access to the electronic logbook, as well as machine-specific documentation. In order to achieve this, advanced prompt engineering techniques, such as chain of thought (CoT), ReAct prompting, and retrieval augmented generation (RAG) are leveraged.

Primary author

Dr Frank Mayet (MPY1 (MPY Fachgruppe 1))

Presentation materials

There are no materials yet.