KernelGenBench-MS (OpenCode) - cuBLAS Operators: leaderboard

Metric: Clean pass rate (%; share of the 50 cuBLAS routines whose generated Triton kernel passes numerical validation on every test case of its combinatorial shape, dtype and layout suite and every anti-hack check, as a drop-in replacement; the OpenCode agent with execution feedback; NVIDIA A100; 30-minute budget per operator). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1Claude Opus 4.696
2GLM-554
3Qwen 3.5 27B52
4MiniMax-M2.536

Interactive version: theaggregate.ai/benchmark?slug=kernelgenbench-ms-opencode-cublas-operators · How It Works · Data refreshed daily, snapshot 2026-09-29.