PipelineScore
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User profile

judgemental

3 runsFirst seen 2026-04-28Avg 81.8
Best PipelineScore
83.1MAINLINE
Total tokens15.5KAcross every task this user has run
Avg latency790msPer task, across all submissions
Tasks run753 submissions x ~25 tasks
Rigs used3Distinct hardware tags

Category signature

Average score per category across all 3 runs.

Code
81.4
Reason
81.1
Write
79.2
Tool Use
81.2
RAG
84.8
Speed
84.7

Hardware mix

Rigs this user benchmarked on.

m4-pro-48gb1 (33%)
no hardware tag1 (33%)
ryzen-7950x-cpu-only1 (33%)

Provider mix

Where they spend their tokens.

deepseek2 (67%)
alibaba1 (33%)

Models tried

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

#ModelBest ScoreTier
1DeepSeek V483.1MAINLINE
2Qwen 3.6 72B80.5MAINLINE

All submissions

Every run, ordered by score.

#ModelScoreTier
1DeepSeek V483.1MAINLINE
2DeepSeek V481.9MAINLINE
3Qwen 3.6 72B80.5MAINLINE