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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

38
general
39
coding
79
reasoning
53
scienceest.
60
agents
80
multimodal

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

Rankings

Domain#RankScoreSource
Agents & Tools20
68.0
LS
Code Ranking69
67.0
AA
General Ranking88
70.0
AA
Multimodal Ranking22
84.0
LS
Reasoning62
61.0
LS
Science90
63.0
AA

Benchmark Scores (LLM Stats)

Agents

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
APEX-Agents27.9%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

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
43.0
Coding Index
38.4
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

Vision
80
Coding
80
Frontend Development
80
General
80
Math
80
Multimodal
80
Reasoning
80
Search
80
Agents
70
Biology
70
Chemistry
70
Code
70
Physics
70
Tool Calling
60

Pricing

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

Speed

Tokens/sec28.5 tokens/s
Time to First Token1.71s
Time to Answer1.71s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
Novita950K4.0M
Moonshot AI950K4.0M

External Sources