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North Mini Code (default) vs Laguna S 2.1

The average score is effectively tied at 4.7 vs 4.7. North Mini Code (default) has the lower benchmark cost at $0.000 vs $0.044. Laguna S 2.1 is faster at 17.65s vs 29.47s, with pass rates of 17.4% vs 14.5%.

Last updated at: 2026-10-13

Compared models

Rank
#347
Total Output Tokens
26,954
Response Time (avg)
29.47s
Total Cost
$0.000
Rank
#348
Total Output Tokens
99,097
Response Time (avg)
17.65s
Total Cost
$0.044
Recommended model Laguna S 2.1

It has the best score here (4.7), while responding about 1.7x faster than North Mini Code (default).

Detailed comparison

Metric North Mini Code North Mini Code default Release: 2026-06-18 Free Available Laguna S 2.1 Laguna S 2.1 none Release: 2026-07-21 Free Available
Score 4.7 4.7
Rank #347 #348
Reliability 8.9 10.0
Consistency 9.9 8.8
Attempts 63/69 69/69
Tests Correct
Attempt pass rate 17.4% 14.5%
Flaky tests 0 3
Total Runs 63 69
Cost per result 0.000 2.306
Total Cost $0.000 $0.044
Input Price $0.000 / 1M $0.090 / 1M
Output Price $0.000 / 1M $0.180 / 1M
Cache Read Price N/A $0.009 / 1M
Cache Write Price N/A N/A
Total Input Tokens 177,989 287,445
Output Tokens 26,954 99,097
Reasoning Tokens 0 0
Response Time (avg) 29.47s 17.65s
Response Time (max) 159.85s 200.52s
Response Time (total) 677.70s 406.05s
Parameters 30B total (3B active) 118B total (8B active)
Availability Open source Weights available

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#347 North Mini Code

default
Cost
$0.000
Time
266.1s
Tokens
63,551 tok

#348 Laguna S 2.1

none
Cost
$0.001
Time
7.6s
Tokens
1,345 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
North Mini Code 3.9 10.0 0.0% 0 21.96s 7,119 504 0
Laguna S 2.1 3.4 9.7 0.0% 0 550ms 7,917 424 0

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