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inclusionAI: Ring-2.6-1T vs Qwen: Qwen3 Coder Next

Last updated at: 2026-05-19

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Score 7.2 4.8
Rank #60 #136
Reliability 9.9 10.0
Consistency 8.7 8.8
Tests Correct
Attempt pass rate 66.7% 31.6%
Flaky tests 3 3
Total Runs 57 57
Cost per result 0.000 0.181
Total Cost $0.000 $0.008
Input Price $0.075 / 1M $0.110 / 1M
Output Price $0.625 / 1M $0.800 / 1M
Output Tokens 21,752 3,253
Reasoning Tokens 42,754 0
Response Time (avg) 61.29s 9.95s
Response Time (max) 304.19s 81.80s
Response Time (total) 1164.50s 129.40s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 3,833 4,891
Qwen3 Coder Next 3.5 8.1 16.7% 1 8.64s 1,252 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 59.65s 1,369 3,985
Qwen3 Coder Next 4.7 1.6 66.7% 1 1.69s 300 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 324 6,088
Qwen3 Coder Next 3.0 10.0 0.0% 0 4.28s 317 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
Qwen3 Coder Next 6.5 10.0 50.0% 0 81.80s 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
Qwen3 Coder Next 5.3 10.0 33.3% 0 638ms 25 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
Qwen3 Coder Next 6.3 3.4 66.7% 1 1.39s 142 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 266 1,831
Qwen3 Coder Next 6.3 10.0 50.0% 0 7.34s 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
Qwen3 Coder Next 3.0 10.0 0.0% 0 2.30s 641 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 234 1,531
Qwen3 Coder Next 10.0 10.0 100.0% 0 2.64s 255 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416
Qwen3 Coder Next 3.0 10.0 0.0% 0 399ms 12 0

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