Phi-Bench - Kernel: leaderboard

Phi-Bench evaluates agents implementing and optimizing AI infrastructure, including kernels, serving, compression and system engineering. Scores combine correctness and performance under the paper's shared harness; task formats stay separate. This series reports Phi-Bench - Kernel from 2609.10226v1, Sx3.T2: Infrastructure Score (%). Higher is better.

Metric: Infrastructure Score (%). Source: arxiv.org. Saturation forecast: Around 2028. 8 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 530#15
2Qwen 3.8 Max23#35
3Kimi K322.2#36
4GLM-5.218.6#82
5GPT-5.6 Sol17.7#22
6Claude Sonnet 514.1#67
7Qwen 3.7 Max13.2#88
8DeepSeek V4 Pro13.1#113

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=phi-bench-kernel · How It Works · Data refreshed daily, snapshot 2026-11-07.