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Kimi K2.5 (Non-reasoning)

KimiKimiOpen WeightMIT · Commercial OK

Description

Kimi K2.5 is Moonshot AI's flagship agentic model and a new SOTA open model. It unifies vision and text, thinking and non-thinking modes, and single-agent and multi-agent execution into one model. Built with Full-Parameter RL tuning, it achieves state-of-the-art performance across agents, coding, image, and video benchmarks.

Release Date
2026-01-27
Parameters
1.0T
Context Length
262K
Modalities
image, text, video

Capability Radar

32
general
28
coding
79
reasoning
52
scienceest.
50
agents
80
multimodal

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

Rankings

Domain#RankScoreSource
Agents & Tools34
62.0
LS
Code Ranking154
49.0
AA
General Ranking131
61.0
AA
Multimodal Ranking58
71.0
LS
Reasoning67
57.0
LS
Science117
58.0
AA

Benchmark Scores (LLM Stats)

Agents

WideSearch79.0%SR
DeepSearchQA77.1%SR
BrowseComp74.9%SR
PaperBench63.5%SR
Terminal-Bench 2.050.8%SR
SWE-Bench Pro50.7%SR
CyberGym41.3%SR

Biology

GPQA87.6%SR
SciCode48.7%SR

Code

SWE-Bench Verified76.8%SR
SWE-bench Multilingual73.0%SR
OJBench (C++)57.4%SR

Economics

FinSearchComp T2&T367.8%SR

Finance

MMLU-Pro87.1%SR

General

LiveCodeBench v685.0%SR
MMMU-Pro78.5%SR
SimpleVQA0.71 / 100SR
LongBench v261.0%SR

Healthcare

VideoMMMU86.6%SR

Image To Text

OCRBench92.3%SR

Long Context

LongVideoBench79.8%SR
LVBench75.9%SR
AA-LCR70.0%SR

Math

AIME 202596.1%SR
HMMT 202595.4%SR
MathVista-Mini90.1%SR
MathVision84.2%SR
IMO-AnswerBench81.8%SR
Humanity's Last Exam50.2%SR

Multimodal

InfoVQAtest92.6%SR
OmniDocBench 1.588.8%SR
Video-MME87.4%SR
MMVU80.4%SR
CharXiv-R77.5%SR
MotionBench70.4%SR
WorldVQA46.3%SR
ZEROBench0.11 / 100SR

Reasoning

Seal-057.4%SR

AA Evaluation Indices

Intelligence Index
37.3
Coding Index
25.8
Tau2
0.8
Gpqa
0.8
Lcr
0.6
Ifbench
0.4
Scicode
0.4
Terminalbench Hard
0.2
Hle
0.1

LLM Stats Category Scores

Finance
90
Language
90
Legal
90
Video
80
Vision
80
Frontend Development
80
Image To Text
80
Long Context
80
Math
80
Multimodal
80
Structured Output
70
Biology
70
Chemistry
70
General
70
Healthcare
70
Physics
70
Reasoning
70
Search
70
Agents
60
Code
60
Tool Calling
50
Safety
40

Pricing

Input Price$0.6 / 1M tokens
Output Price$3 / 1M tokens
Blended Price (3:1)$1.2 / 1M tokens

Speed

Tokens/sec45.6 tokens/s
Time to First Token1.22s
Time to Answer1.22s

Available Providers

(LS internal units)
ProviderInput PriceOutput Price
Moonshot AI600K3.0M
Fireworks600K3.0M

External Sources