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Product Launches

Scaling Decision Optimization to 100 Million Variables and Beyond with mPDLP in NVIDIA cuOpt

NVIDIA Developer Blog · Oct 07, 2026 · Product Launches

NVIDIA cuOpt scales decision optimization to 100M+ variables via GPU-accelerated mPDLP

NVIDIA announced mPDLP support in cuOpt, enabling GPU-accelerated linear programming at 100 million+ variable scale for supply chain and energy grid problems. The technique delivers 10x+ speedups over CPU solvers. While technically impressive, this is an engineering/HPC story rather than a core AI/ML signal relevant to conference audiences.

NVIDIA cuOpt optimization supply chain GPU operations research

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