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Ring-2.6-1T vs Qwen3 Coder Next (medium)

Ring-2.6-1T leads on average score with 4.8 vs 4.6. Ring-2.6-1T has the lower benchmark cost at $0.026 vs $0.034. Qwen3 Coder Next (medium) is faster at 9.07s vs 51.99s, with pass rates of 45.5% vs 25.8%.

Last updated at: 2026-09-22

Compared models

Rank
#299
Total Output Tokens
40,277
Response Time (avg)
51.99s
Total Cost
$0.026
Rank
#313
Total Output Tokens
19,069
Response Time (avg)
9.07s
Total Cost
$0.034
Recommended model Ring-2.6-1T

It has the strongest score in this comparison (4.8) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

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 4.6
Rank #299 #313
Reliability 10.0 10.0
Consistency 9.3 8.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 45.5% 25.8%
Flaky tests 2 4
Total Runs 66 66
Cost per result 0.037 1.058
Total Cost $0.026 $0.034
Input Price $0.075 / 1M $0.120 / 1M
Output Price $0.625 / 1M $0.800 / 1M
Total Input Tokens 7,608 148,203
Output Tokens 40,277 19,069
Reasoning Tokens 0 0
Response Time (avg) 51.99s 9.07s
Response Time (max) 143.82s 81.80s
Response Time (total) 831.90s 154.19s
Parameters 1T total (63B active) 80B total (3B active)
Availability Open source Open source

Model generation showcase

Hamster playing table tennis

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

#299 Ring-2.6-1T

none
Ring-2.6-1T is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ring-2.6-1t
Cost
$0.000
Time
0.0s
Tokens
0 tok

#313 Qwen3 Coder Next

medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
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

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

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