Kwaipilot: KAT-Coder-Air V2.5 vs Poolside: Laguna S 2.1

average score iko karibu sawa: 5.4 vs 5.4. KAT-Coder-Air V2.5 (low) ina gharama ya chini ya benchmark: $0.041 vs $0.059. KAT-Coder-Air V2.5 (low) ni ya haraka zaidi: 10.09s vs 58.43s, na pass rates 45.5% vs 25.8%.

Muundo unaopendekezwaKAT-Coder-Air V2.5 (low)It has the best score here (5.4), while responding about 5.8x faster than Laguna S 2.1 (medium).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-22

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Laguna S 2.1 Laguna S 2.1 medium Toleo: 2026-07-21 Inapatikana bure

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Toleo: 2026-07-14	Laguna S 2.1 Laguna S 2.1 medium Toleo: 2026-07-21 Inapatikana bure
Alama	5.4	5.4
Nafasi	#165	#164
Uaminifu	9.9	9.8
Uthabiti	7.4	8.4
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	45.5%	25.8%
Majaribio yasiyo thabiti	7	4
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	0.585	1.451
Jumla ya gharama	$0.041	$0.059
Bei ya ingizo	$0.150 / 1M	$0.100 / 1M
Bei ya toleo	$0.600 / 1M	$0.200 / 1M
Jumla ya tokeni za ingizo	61,085	86,641
Tokeni za matokeo	5,905	97,298
Tokeni za hoja	46,990	242,297
Muda wa majibu (wastani)	10.09s	58.43s
Muda wa majibu (upeo)	86.23s	560.31s
Muda wa majibu (jumla)	222.03s	1285.48s

Hamster playing table tennis

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

#165 KAT-Coder-Air V2.5

low

Gharama: $0.004
Muda: 29.9s
Tokeni: 6,008 tok

#164 Laguna S 2.1

medium

Gharama: $0.001
Muda: 4.0s
Tokeni: 867 tok

Modeli bora kwa alama

Alama dhidi ya gharama ya jumla

Muda wa majibu (wastani)

Alama vs Muda wa majibu (wastani)

Jumla ya tokeni za matokeo

Alama vs Jumla ya tokeni za matokeo

Mgawanyo wa kategoria

Kategoria:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	7.3	5.8	83.3%	2		3.50s	672	422	1,548
Laguna S 2.1	3.4	5.8	25.0%	2		51.82s	672	370	45,172

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
Laguna S 2.1	5.3	7.2	44.4%	1		158.98s	7,917	93,354	106,718

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	6.4	5.8	66.7%	1		55.86s	33,753	2,046	17,833
Laguna S 2.1	3.2	9.1	0.0%	0		284.71s	60,785	2,413	80,089

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		2.82s	7,776	261	1,069
Laguna S 2.1	10.0	10.0	100.0%	0		2.42s	7,689	243	1,699

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		4.99s	553	310	3,332
Laguna S 2.1	2.9	7.2	11.1%	1		2.75s	765	24	2,863

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		10.11s	516	142	596
Laguna S 2.1	4.6	9.8	0.0%	0		739ms	513	164	0

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	9.8	10.0	100.0%	0		1.64s	699	89	640
Laguna S 2.1	4.2	9.9	0.0%	0		400ms	702	57	0

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.1	4.6	22.2%	2		1.57s	696	294	796
Laguna S 2.1	3.1	10.0	0.0%	0		2.62s	699	375	2,497

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.47s	8,391	330	1,065
Laguna S 2.1	10.0	10.0	100.0%	0		2.24s	6,747	270	420

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		19.98s	136	10	6,488
Laguna S 2.1	3.0	10.0	0.0%	0		7.11s	152	28	2,839

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Air V2.5lowvsGPT-5.6 Lunanone KAT-Coder-Air V2.5lowvsLaguna S 2.1highInapatikana bure GPT-5.6 LunanonevsLaguna S 2.1mediumInapatikana bure KAT-Coder-Air V2.5lowvsLaguna XS 2.1noneInapatikana bure Gemma 4 26B A4BnoneInapatikana burevsLaguna S 2.1mediumInapatikana bure KAT-Coder-Air V2.5lowvsQwen3.6 35B A3Bnone Gemma 4 26B A4BnoneInapatikana burevsKAT-Coder-Air V2.5low Laguna S 2.1mediumInapatikana burevsQwen3.6 35B A3Bnone Kimi K2.5nonevsLaguna S 2.1mediumInapatikana bure Ling-2.6-1TnonevsKAT-Coder-Air V2.5low Laguna S 2.1mediumInapatikana burevsMiMo-V2.5-Pronone KAT-Coder-Air V2.5lowvsKimi K2.5none