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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

32
general
40
coding
79
reasoning
53
science
60
agents
80
multimodal

Rankings

Domain#RankScoreSource
Agentic Capability28
56.0
LS
Code Ranking130
68.0
AA
General Ranking142
63.0
AA
Math Reasoning27
84.0
LB
Multimodal Ranking14
63.0
LS
Reasoning26
79.0
LB
Science168
60.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

BrowseCompOpenAI (2025)86.3%SR
DeepSearchQA83.0%SR
Claw-Eval80.9%SR
WideSearch80.8%SR
OSWorld-Verified73.1%SR
Terminal-Bench 2.0Stanford × Laude Institute (2026)66.7%SR
SWE-Bench ProPrinceton NLP (2024)58.6%SR
MCP-Mark55.9%SR
Toolathlon50.0%SR
Finance Agent v244.9%
APEX-Agents27.9%SR
FrontierSWE27.0%

Biology

GPQANYU + Cohere + Anthropic (2023)90.5%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%

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

(Artificial Analysis)
Intelligence Index(Artificial Analysis)
35.4
Tau2(Sierra + U Toronto + Vector Institute (2025))
0.9
Gpqa(NYU + Cohere + Anthropic (2023))
0.8
Lcr(Artificial Analysis)
0.7
Ifbench(Google Research (2023))
0.4
Scicode(UIUC + Argonne National Lab (2024))
0.4
Terminalbench Hard(Stanford × Laude Institute (2026))
0.4
Hle(Center for AI Safety + Scale AI (2025))
0.2

LLM Stats Category Scores

(LLM Stats (zeroeval))
Math
80
Multimodal
80
Search
80
Frontend Development
80
Vision
80
Physics
70
Reasoning
70
General
70
Biology
70
Chemistry
70
Agents
60
Code
60
Tool Calling
60
Finance
40

Pricing

Input Price$0.95 / 1M tokens
Output Price$4 / 1M tokens
Blended Price (3:1)$1.712 / 1M tokens
Cache Read Price$0.0944 / 1M tokens

Speed

Tokens/sec0.0
Time to First Token0.00s
Time to Answer0.00s

Provider Price Ranking

Provider Price Ranking

17 providers

Cheapest: DeepInfraMost Expensive: TensorX
ProviderInputOutput
1DeepInfraCheapest
$0
$0
2Fireworks
$0
$0
3Novita
$0
$0
4Moonshot AI
$0
$0
5Together
$0
$0
6NanoGPT
$0.5
$2.6
7OpenRouter
$0.5605
$2.36
8Lilac
$0.7
$3.5
9FastRouter
$0.75
$3.5
10NovitaAI
$0.8
$3.4
11Kilo Gateway
$0.8
$3.4
12KimiPRIMARY
$0.95
$4
13ZenMux
$0.95
$4
14Vercel AI Gateway
$0.95
$4
15Ambient
$0.95
$4
16Ofox
$0.95
$4
17TensorX
$1
$4

Compare pricing across different API providers for this model.

External Sources