Cursor and NVIDIA Ship a Multi-Agent System That Optimizes CUDA Kernels — 38% Faster

Cursor's multi-agent coding system, built in partnership with NVIDIA, achieved a 38% geomean speedup across 235 CUDA kernel optimization problems — a concrete benchmark for what agentic coding can do at the hardware level.