Overview
With the rapid evolution of AI, simulation is reaching a major turning point. We are transitioning from an era of "humans operating tools" to a new paradigm where "AI agents operate JMAG to deliver autonomous design." Through synergy with AI, JMAG is accelerating the reality of data-driven design.
The ultimate bottleneck in the design field has always been tool mastery and repetitive trial-and-error. JMAG envisions a world where AI executes analysis and derives optimal solutions on behalf of the user. Fully automating workflows makes simulation more accessible than ever—freeing engineers from manual operations to focus entirely on core decision-making.

Fig.1 Benefits of JMAG for AI
Automatically generates scripts from natural language instructions to fully automate workflows. Even if an analysis error occurs, the AI autonomously corrects the model and executes re-calculations, drastically improving workflow efficiency. Furthermore, because the AI complements JMAG's advanced analysis expertise, the barrier to tackling new design themes that were previously abandoned is significantly lowered.
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