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Kimi K2.6 (Non-reasoning)

KimiKimiOpen WeightModified MIT License

Description

Kimi K2.6 is Moonshot AI's open-source, native multimodal agentic model focused on state-of-the-art coding, long-horizon execution, and agent swarm capabilities. It scales horizontally to 300 sub-agents executing 4,000 coordinated steps, dynamically decomposing tasks into parallel, domain-specialized subtasks. K2.6 unifies text, image, and video input with thinking and non-thinking modes, supports a 256K context, and powers proactive 24/7 background agents that manage schedules, execute code, and orchestrate cross-platform operations without human oversight.

Release Date
2026-04-20
Parameters
1.0T
Context Length
262K
Modalities
image, text, video

Capability Radar

31
general
40
coding
79
reasoning
53
scienceest.
60
agents
80
multimodal

Science uses a reasoning proxy when dedicated science benchmarks are unavailable.

Rankings

Domain#RankScoreSource
Agentic Capability36
60.0
LS
Code Ranking94
68.0
AA
General Ranking99
64.0
AA
Multimodal Ranking24
84.0
LS
Reasoning66
61.0
LS
Science111
60.0
AA

Benchmark Scores (LLM Stats)

Agents

GDPval-AA1202.00 / 3000SR
BrowseComp86.3%SR
DeepSearchQA83.0%SR
Claw-Eval80.9%SR
WideSearch80.8%SR
OSWorld-Verified73.1%SR
Terminal-Bench 2.066.7%SR
SWE-Bench Pro58.6%SR
MCP-Mark55.9%SR
Toolathlon50.0%SR
Finance Agent v244.9%SR
APEX-Agents27.9%SR
FrontierSWE27.0%SR

Biology

GPQA90.5%SR
SciCode52.2%SR

Code

SWE-Bench Verified80.2%SR
SWE-bench Multilingual76.7%SR

General

LiveCodeBench v689.6%SR
MMMU-Pro80.1%SR
LiveBench72.2%SR

Math

AIME 202696.4%SR
MathVision93.2%SR
HMMT Feb 2692.7%SR
IMO-AnswerBench86.0%SR
Humanity's Last Exam36.4%SR

Multimodal

V*96.9%SR
CharXiv-R86.7%SR
BabyVision68.5%SR

Reasoning

OJBench60.6%SR

AA Evaluation Indices

Intelligence Index
34.6
Tau2
0.9
Gpqa
0.8
Lcr
0.6
Ifbench
0.4
Scicode
0.4
Terminalbench Hard
0.4
Hle
0.2

LLM Stats Category Scores

Legal
100
Finance
100
General
100
Agents
93
Reasoning
51
Math
80
Multimodal
80
Search
80
Frontend Development
80
Coding
80
Vision
80
Physics
70
Biology
70
Chemistry
70
Code
60
Tool Calling
60

Pricing

Input Price$0.95 / 1M tokens
Output Price$4 / 1M tokens
Blended Price (3:1)$1.712 / 1M tokens
Cache Read Price$0.16 / 1M tokens

Speed

Tokens/sec63.9
Time to First Token1.18s
Time to Answer1.18s

Provider Price Ranking

Provider Price Ranking

16 providers

Cheapest: FireworksMost Expensive: Auriko
ProviderInputOutput
1FireworksCheapest
$0
$0
2Moonshot AI
$0
$0
3Novita
$0
$0
4CrofAI
$0.5
$1.99
5Cortecs
$0.81
$3.54
6Alibaba (China)
$0.929
$3.858
7KimiPRIMARY
$0.95
$4
8OpenCode Go
$0.95
$4
9OpenCode Zen
$0.95
$4
10AIHubMix
$0.95
$4
11Moonshot AI (China)
$0.95
$4
12Azure Cognitive Services
$0.95
$4
13DigitalOcean
$0.95
$4
14LLM Gateway
$0.95
$4
15Azure
$0.95
$4
16Auriko
$0.95
$4

Compare pricing across different API providers for this model.

External Sources