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NVIDIA reports Siemens chip-design agent improved after artifact-level verification

NVIDIA and Siemens describe using NeMo Gym to test a chip-design agent against final Liberty file outputs, then refine its skills and MCP tool descriptions. On a constrained benchmark, they report verification scores rising from about 55% to 95% and fewer agent turns. This is a vendor-run engineering evaluation, not proof of those gains across production chip design or a new NVIDIA model.

NVIDIA

NeMo Gym Siemens EDA study

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Primary source · NVIDIA · October 14, 2026

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