# MADA study automates HPC design iterations for fusion simulations

_Published Wednesday, September 16, 2026 at 6:06 AM EDT · Science, AI · Latest · Tier 2 — Notable_

Researchers presented MADA, an LLM-powered multi-agent framework that coordinates simulation jobs, geometry generation and inverse design workflows on high-performance computing systems. In tests focused on suppressing Richtmyer-Meshkov instability, the system iteratively refined designs using hydrodynamics simulations and a pre-trained machine-learning surrogate. The authors report reduced manual workflow setup and a reusable approach to coupling reasoning, specialized tools and simulation-driven design exploration.

## Sources

- [cs.AI updates on arXiv.org](https://arxiv.org/abs/2603.11515)

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Canonical: https://techandbusiness.org/newswire/PirG-w7ei2GnQJLrtvy6yb
Published: 2026-09-16T10:06:54.240Z
Story chronology: 2026-09-16T04:00:00.000Z
Retrieved: 2026-09-16T12:04:51.153Z
Publisher: Tech & Business (techandbusiness.org)