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Persistent URL
http://purl.org/net/epubs/work/64997511
Record Status
Checked
Record Id
64997511
Title
Agentic AI for Simulations Workflows
Contributors
Mr P Chachara (STFC Hartree Centre)
,
Dr A Shkurti (STFC Hartree Centre)
,
Dr A Suriyakumaran (IBM Research)
,
Dr M Esposito (IBM Research)
,
Mr S Tanaka (IBM Research)
,
Mr P Edwards (STFC Hartree Centre)
,
Dr RE Firth (STFC Hartree Centre) (Pr.Au.)
,
Dr V Elisseev (IBM Research) (Pr.Au.)
Abstract
Workflows play critical role in science and engineering. Develop- ment of robust simulations workflows is challenging due to the need to link multiple models, often coming from different sources and in absence of data exchange standards. We propose an agentic AI framework for building simulation workflows using large lan- guage models (LLMs) with domain knowledge driving algorithms discovery and code generation. We believe that such approach can achieve significant reduction in workflows development time and more generally be used in automated and autonomous scientific discovery.
Organisation
STFC
,
HC
Keywords
multi-scale simulation
,
code generation
,
generative AI
,
AI for code
,
agentic workflow
,
foundation models
,
natural language generation
,
workflows
,
LLM
Funding Information
Related Research Object(s):
Licence Information:
Language
English (EN)
Type
Details
URI(s)
Local file(s)
Year
Presentation
Presented at The International Conference for High Performance Computing, Networking, Storage, and Analysis 2025 (SC25), St. Louis, MO, USA, 16-21 Nov 2025.
https://sc25.conf…rksa101&sess=sess208
2025
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