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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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He-Lin Gong

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Preprint Oct 2026

Agent4FreeFem: A Verification-Guided Framework for Autonomous Topology Optimization

Topology optimization has become an indispensable design tool in the aerospace, automotive, and mechanical engineering industries. Yet bringing a new problem from its description to an optimized result remains slow, expert-dependent, and unreliable: the workflow spans many manually connected stages, each new problem re...

Zhi-Pu Cui, He-Lin Gong, Sheng-Feng Zhu · 0 citations

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