KernelBench Hub - Mega: leaderboard

kernelbench.com Mega suite (independent of Stanford KernelBench) — agentic GPU megakernel building; best speedup over a reference megakernel across RTX PRO 6000, H100, and B200 runs.

Metric: Best Speedup vs Reference (x). Source: kernelbench.com. Saturation forecast: Around 2029. 17 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.535.46#3
2Claude Sonnet 5.532.13#11
3Gemini 4 Argon (High)27.03#8 (Gemini 4 Argon)
4Claude Fable 524.61#16
5Claude Fable 5.122.95#9
6GLM-5.319.43#39
7Kimi K318.09#30
8DeepSeek V4.1 Flash17.1#36
9GLM-5.3 Flash13.64#65
10Grok 4.76.38#25
11GPT-6.1 Sol4.99#7
12Gemini 3.8 Flash (High)2.74#21 (Gemini 3.8 Flash)
13GPT-5.6 Sol2.64#19
14GPT-6 Luna2.48#56
15Muse Spark 1.32.18#24

No result here: #6 GPT-6 Astra, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=kernelbench-hub-mega · How It Works · Data refreshed daily, snapshot 2026-10-20.