User profile

tokenwrangler

3 runsFirst seen 2026-05-07Avg 74.5

Best PipelineScore

81.2MAINLINE

Total tokens16.0KAcross every task this user has run

Avg latency802msPer task, across all submissions

Tasks run753 submissions x ~25 tasks

Rigs used2Distinct hardware tags

Category signature

Average score per category across all 3 runs.

Code

77.4

Reason

73.9

Write

71.5

Tool Use

72.3

RAG

76.4

Speed

74.4

Rigs this user benchmarked on.

m3-max-128gb2 (67%)

cloud-api1 (33%)

Where they spend their tokens.

alibaba1 (33%)

meta1 (33%)

cohere1 (33%)

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

#	Model	Provider	Best Score	Tier	Achieved
1	Qwen 3.6 72B	alibaba	81.2	MAINLINE	2026-05-07
2	Llama 4 405B	meta	71.8	FEEDER	2026-05-12
3	Command R+	cohere	70.7	FEEDER	2026-05-08

Every run, ordered by score.

#	Model	Hardware	Score	Tier	Code	Reason	Write	Tool Use	RAG	Speed	Tokens	Avg ms	Date
1	Qwen 3.6 72B	cloud-api	81.2	MAINLINE	82.8	77.9	77.8	83.8	81.8	83.9	4.8K	798	2026-05-07
2	Llama 4 405B	m3-max-128gb	71.8	FEEDER	72.3	75.2	69.7	66.5	76.2	69.7	5.3K	781	2026-05-12
3	Command R+	m3-max-128gb	70.7	FEEDER	77.2	68.7	67.1	66.5	71.1	69.6	5.8K	827	2026-05-08