14–24 Jul 2025
CICG - International Conference Centre - Geneva, Switzerland
Europe/Zurich timezone
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Agent-based code generation for the Gammapy framework

Not scheduled
20m
Level -1 & 0

Level -1 & 0

Poster Gamma-Ray Astrophysics PO-2

Speaker

Abhay Mehta (DESY)

Description

Software code generation using Large Language Models (LLMs) is one the most successful application of the modern artificial intelligence. Foundational models are very efficient when applied to popular frameworks and libraries, which benefit from documentation, code examples, and strong community support. However, many specialized scientific libraries lack these resources and often have unstable programming interfaces under active development, making it challenging for models trained on limited or outdated data. In this work, we address these issues for the Gammapy library by developing an agent capable of writing, executing, and validating code in a specialized environment. We present a web-based demo that has been tested with early users to gather feedback. This contribution outlines our progress, describes the approach, and discusses future plans.

Author

Co-authors

Abhay Mehta (DESY) Alexandre Strube (Forschungszentrum Jülich) Sergo Golovachev (JetBrains) Dr Tim Lukas Holch (DESY) Vladimir Sotnikov (JetBrains)

Presentation materials

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