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

Summary

Ring-2.6-1T vs Qwen3 Coder Next benchmark comparison: Ring-2.6-1T leads on average score with 4.8 vs 4.7. Qwen3 Coder Next has the lower benchmark cost at $0.008 vs $0.026. Qwen3 Coder Next is faster at 8.58s vs 55.10s, with pass rates of 47.6% vs 28.6%.

Recommended model: Qwen3 Coder Next - Its score stays close to the best score here (4.7 vs 4.8), while costing about 3.3x less than Ring-2.6-1T.

Last updated at: 2026-06-17

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Score 4.8 4.7
Rank #142 #146
Reliability 10.0 10.0
Consistency 9.3 8.9
Tests Correct
Attempt pass rate 47.6% 28.6%
Flaky tests 2 3
Total Runs 63 63
Cost per result 0.000 0.201
Total Cost $0.026 $0.008
Input Price $0.075 / 1M $0.110 / 1M
Output Price $0.625 / 1M $0.800 / 1M
Total Input Tokens 7,599 47,250
Output Tokens 39,954 3,319
Reasoning Tokens 0 0
Response Time (avg) 55.10s 8.58s
Response Time (max) 143.82s 81.80s
Response Time (total) 881.55s 128.68s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#142 Ring-2.6-1T

none
No showcase result has been generated for this model yet.
Cost
$0.000
Time
-
Tokens
0 tok

#146 Qwen3 Coder Next

medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

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) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 810 5,575 0
Qwen3 Coder Next 3.5 8.1 16.7% 1 8.64s 645 1,252 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 10.0 33.3% 0 143.82s 834 5,036 0
Qwen3 Coder Next 3.7 7.2 22.2% 1 924ms 7,185 336 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 4.28s 20,469 317 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 2,712 1,529 0
Qwen3 Coder Next 6.5 10.0 50.0% 0 81.80s 7,758 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 873 17,728 0
Qwen3 Coder Next 5.3 10.0 33.3% 0 638ms 753 25 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 561 846 0
Qwen3 Coder Next 6.3 3.4 66.7% 1 1.39s 498 142 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 774 2,004 0
Qwen3 Coder Next 6.3 10.0 50.0% 0 7.49s 684 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 792 3,469 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 1.25s 678 671 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Qwen3 Coder Next 10.0 10.0 100.0% 0 2.64s 8,364 255 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 243 3,767 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 399ms 216 12 0

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