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Trinity Large Thinking (high) vs KAT-Coder-Air V2.5

The average score is effectively tied at 4.8 vs 4.8. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.070 vs $0.592. KAT-Coder-Air V2.5 is faster at 12.46s vs 75.86s, with pass rates of 39.4% vs 36.4%.

Last updated at: 2026-09-10

Compared models

Rank
#288
Total Output Tokens
932,619
Response Time (avg)
75.86s
Total Cost
$0.592
Rank
#290
Total Output Tokens
97,752
Response Time (avg)
12.46s
Total Cost
$0.070
Recommended model KAT-Coder-Air V2.5

It has the best score here (4.8), while costing about 8.6x less than Trinity Large Thinking (high).

Detailed comparison

Metric Trinity Large Thinking Trinity Large Thinking high Release: 2026-07-28 KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Release: 2026-07-14
Score 4.8 4.8
Rank #288 #290
Reliability 10.0 10.0
Consistency 7.2 7.2
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 39.4% 36.4%
Flaky tests 8 7
Total Runs 66 66
Cost per result 12.473 1.382
Total Cost $0.592 $0.070
Input Price $0.250 / 1M $0.150 / 1M
Output Price $0.800 / 1M $0.600 / 1M
Total Input Tokens 101,776 69,376
Output Tokens 276,367 97,752
Reasoning Tokens 656,252 0
Response Time (avg) 75.86s 12.46s
Response Time (max) 510.21s 121.05s
Response Time (total) 1668.93s 274.11s
Parameters 398B total (13B active) ~35B total (~3B active)
Availability Weights available Closed

Model generation showcase

Hamster playing table tennis

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

#288 Trinity Large Thinking

high
Cost
$0.028
Time
130.1s
Tokens
34,387 tok

#290 KAT-Coder-Air V2.5

none
Cost
$0.002
Time
14.5s
Tokens
2,619 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
Trinity Large Thinking 3.7 4.7 33.3% 2 245.04s 7,204 83,616 266,836
KAT-Coder-Air V2.5 3.3 9.6 0.0% 0 14.31s 6,472 16,918 0

Quick Compare

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