PipelineScore
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User profile

apple-silicon

9 runsFirst seen 2026-04-10Avg 67.5
Best PipelineScore
82.3MAINLINE
Total tokens47.5KAcross every task this user has run
Avg latency1172msPer task, across all submissions
Tasks run2259 submissions x ~25 tasks
Rigs used9Distinct hardware tags

Category signature

Average score per category across all 9 runs.

Code
67.5
Reason
70.7
Write
65.1
Tool Use
67.7
RAG
67.2
Speed
65.4

Hardware mix

Rigs this user benchmarked on.

m3-ultra-256gb1 (11%)
b200-192gb1 (11%)
2x-rtx-40901 (11%)
m2-pro-16gb1 (11%)
rtx-3060-12gb1 (11%)
rtx-4080-16gb1 (11%)
m3-pro-36gb1 (11%)
macbook-pro-m3-pro-18gb1 (11%)
snapdragon-x-elite-32gb1 (11%)

Provider mix

Where they spend their tokens.

alibaba2 (22%)
yi2 (22%)
meta1 (11%)
moonshot1 (11%)
mistral1 (11%)
microsoft1 (11%)
google1 (11%)

Models tried

Best score per model. Click a model to see its full page.

#ModelBest ScoreTier
1Qwen 3 235B-A22B MoE82.3MAINLINE
2Llama 3.3 70B Instruct78.8MAINLINE
3Kimi K2 Instruct73.9FEEDER
4Yi Coder 9B70.4FEEDER
5Mistral Nemo 12B Instruct66.6FEEDER
6Phi 3 Small 7B60.9FEEDER
7Gemma 3 4B IT58.2TAP
8Qwen 2.5 Coder 1.5B48.4TAP

All submissions

Every run, ordered by score.

#ModelScoreTier
1Qwen 3 235B-A22B MoE82.3MAINLINE
2Llama 3.3 70B Instruct78.8MAINLINE
3Kimi K2 Instruct73.9FEEDER
4Yi Coder 9B70.4FEEDER
5Yi Coder 9B68.1FEEDER
6Mistral Nemo 12B Instruct66.6FEEDER
7Phi 3 Small 7B60.9FEEDER
8Gemma 3 4B IT58.2TAP
9Qwen 2.5 Coder 1.5B48.4TAP
apple-silicon · PipelineScore