AutoSAM: an Agentic Framework for Automating Input File Generation for the SAM Code with Multi-Modal Retrieval-Augmented Generation

📰 ArXiv cs.AI

AutoSAM is an agentic framework that automates input file generation for the SAM code using multi-modal retrieval-augmented generation

advanced Published 27 Mar 2026
Action Steps
  1. Extract design data from heterogeneous engineering documents
  2. Reconcile extracted data and translate it into solver-specific syntax
  3. Utilize multi-modal retrieval-augmented generation to automate input file generation
  4. Integrate AutoSAM into existing workflows to improve overall efficiency
Who Needs to Know This

Researchers and engineers working on advanced reactor systems can benefit from AutoSAM, as it automates a labor-intensive task and improves efficiency

Key Insight

💡 AutoSAM can significantly reduce the labor required for input file generation, improving the overall efficiency of advanced reactor system design and safety analysis

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💡 AutoSAM automates SAM input file generation using multi-modal retrieval-augmented generation

Key Takeaways

AutoSAM is an agentic framework that automates input file generation for the SAM code using multi-modal retrieval-augmented generation

Full Article

Title: AutoSAM: an Agentic Framework for Automating Input File Generation for the SAM Code with Multi-Modal Retrieval-Augmented Generation

Abstract:
arXiv:2603.24736v1 Announce Type: new Abstract: In the design and safety analysis of advanced reactor systems, constructing input files for system-level thermal-hydraulics codes such as the System Analysis Module (SAM) remains a labor-intensive task. Analysts must extract and reconcile design data from heterogeneous engineering documents and manually translate it into solver-specific syntax. In this paper, we present AutoSAM, an agentic framework that automates SAM input file generation. The fra
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