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inclusionAI: Ring-2.6-1T vs Qwen: Qwen3.5-122B-A10B

Last updated at: 2026-05-28

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24
Score 7.2 7.7
Rank #67 #41
Reliability 10.0 10.0
Consistency 9.1 8.8
Tests Correct
Attempt pass rate 62.5% 71.7%
Flaky tests 2 3
Total Runs 60 60
Cost per result 0.000 5.031
Total Cost $0.026 $0.509
Input Price $0.075 / 1M $0.260 / 1M
Output Price $0.625 / 1M $2.080 / 1M
Output Tokens 39,954 26,166
Reasoning Tokens 0 213,524
Response Time (avg) 55.10s 39.40s
Response Time (max) 143.82s 168.16s
Response Time (total) 881.55s 788.00s

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Score vs Total Cost

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Score vs Response Time (avg)

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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 9.2 8.4 91.7% 1 43.33s 5,575 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.75s 269 16,835
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% 0 143.82s 5,036 0
Qwen3.5-122B-A10B 4.1 5.8 33.3% 1 119.57s 8,036 45,074
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 107.79s 483 11,337
Data parsing and extraction 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 45.87s 1,529 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 23.41s 270 16,558
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 17,728 0
Qwen3.5-122B-A10B 2.9 7.2 11.1% 1 63.40s 15,537 64,889
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 846 0
Qwen3.5-122B-A10B 3.4 2.2 33.3% 1 34.11s 66 7,592
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 27.36s 2,004 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.88s 77 7,372
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 3,469 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 17.89s 284 27,575
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 4.60s 322 1,226
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% 0 133.60s 3,767 0
Qwen3.5-122B-A10B 3.0 10.0 0.0% 0 52.87s 822 15,066

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