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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 none Release: 2026-02-03
Score 7.2 5.2
Rank #60 #128
Reliability 9.9 10.0
Consistency 8.7 9.7
Tests Correct
Attempt pass rate 66.7% 29.8%
Flaky tests 3 1
Total Runs 57 57
Cost per result 0.000 0.151
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 3,629
Reasoning Tokens 42,754 0
Response Time (avg) 61.29s 9.44s
Response Time (max) 304.19s 45.14s
Response Time (total) 1164.50s 122.73s

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 3.6 10.0 0.0% 0 3.31s 1,321 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 7.3 3.7 66.7% 1 3.14s 585 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 45.14s 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 1.32s 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 962ms 26 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 10.0 10.0 100.0% 0 1.34s 152 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 7.71s 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 22.86s 652 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 2.47s 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 601ms 12 0

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