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The simulation industry has long required specialists to translate engineering intent into solver configurations. Each step — meshing, boundary conditions, solver parameters, post-processing — demands domain expertise and manual effort.

Large language models change this equation. When combined with physics-aware agents, they can interpret high-level engineering descriptions and map them to precise technical configurations. Khorium’s SimOps demonstrates this with six specialized AI agents that handle the full pipeline from natural-language brief to validated results.

The trajectory is clear: simulation is becoming a conversation, not a manual process.