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An Agentic Orchestration of Atomistic Simulations

arXiv 2607.22596 ↗First posted 12 Jun 2026cs.AI cond-mat.mtrl-scicited by 1

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Abstract (arXiv)

Atomistic simulations are central to materials design, but their execution involves complex, multi-step workflows that require significant human expertise. Here, we present an agent-based system embedded within the URSA (Universal Research and Scientific Agent) framework that automates the design, execution, and validation of atomistic simulations, demonstrated using the Large-scale Atomic/Molecular Massively Parallel Simulator (LAMMPS) tool. Our system autonomously selects interatomic potentials, constructs and runs simulations, and performs iterative error recovery within a closed-loop workflow. We evaluate the scientific reliability of the agent by benchmarking its outputs against LAVA, a high-throughput toolkit for LAMMPS and the Vienna Ab initio Simulation Package (VASP) calculations. Our framework reduces manual intervention and trial-and-error, thereby improving the rigor, reproducibility, and scalability of atomistic modeling.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 0 of its 3 references that are in the map. First posted on arXiv 12 Jun 2026.

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