Kimi-K2.6

Description:

Kimi-K2.6 is an open-source, native multimodal agentic model that combines a Mixture-of-Experts (MoE) transformer architecture (1 trillion total parameters, 32B activated) with the MoonViT vision encoder (400M parameters). It features 61 layers, 384 experts (8 selected per token), and a 256,000-token context length. It is designed for long-horizon coding, coding-driven design, proactive autonomous execution, multimodal reasoning, visual analysis, and large-scale agent swarm orchestration across text, image, and video inputs.\nKimi-K2.6 was developed by Moonshot AI as a part of the Kimi series.\nThis model is ready for commercial/non-commercial use.

Third-Party Community Consideration

This model is not owned or developed by NVIDIA. This model has been developed and built to a third-party's requirements for this application and use case; see link to Non-NVIDIA Kimi-K2.6 Model Card.

License and Terms of Use:

GOVERNING TERMS: The NIM container is governed by the NVIDIA Software License Agreement and the Product-Specific Terms for NVIDIA AI Products; and the use of the model is governed by the NVIDIA Open Model License Agreement. Additional Information: Modified MIT License.

Deployment Geography:

Global

Use Case:

Developers and enterprises building multimodal AI agents for scenario-specific automation, visual analysis applications, advanced web development with autonomous image search and layout iteration, coding assistance, tool-augmented agentic workflows, and large-scale agent swarm orchestration.

Release Date:

NGC: 04/21/2026 via Kimi-K2.6 on NGC
\nHuggingFace: 04/20/2026 via Kimi-K2.6 on HuggingFace

Reference(s):

Model Architecture:

Architecture Type: Transformer\nNetwork Architecture: Mixture-of-Experts (MoE) with 384 experts (8 routed + 1 shared per token)\nThis model was developed based on moonshotai/Kimi-K2.6.\nNumber of model parameters: 1T (32B activated)

Input:

Input Type(s): Text, Image, Video\nInput Format(s): String\nInput Parameters: One-Dimensional (1D)\nOther Properties Related to Input: The model supports up to 256,000 tokens of context length and accepts multimodal inputs (text, image, video) through the OpenAI-compatible chat endpoint. The MoonViT vision encoder (400M parameters) processes visual inputs natively. The tokenizer uses a vocabulary size of 129,280 tokens.

Output:

Output Type(s): Text\nOutput Format: String\nOutput Parameters: One-Dimensional (1D)\nOther Properties Related to Output: The model generates text responses based on multimodal inputs including reasoning, analysis, and code generation. Supports both Thinking mode (with reasoning traces) and Instant mode. Configurable sampling parameters (temperature, top_p, top_k) and streaming output via the OpenAI-compatible API.

Our AI models are designed and/or optimized to run on NVIDIA GPU-accelerated systems. By leveraging NVIDIA's hardware (e.g. GPU cores) and software frameworks (e.g., CUDA libraries), the model achieves faster training and inference times compared to CPU-only solutions.

Software Integration:

Runtime Engine(s): SGLang\nSupported Hardware Microarchitecture Compatibility:

NVIDIA Blackwell
NVIDIA Hopper

Supported Operating System(s): Linux

The integration of foundation and fine-tuned models into AI systems requires additional testing using use-case-specific data to ensure safe and effective deployment. Following the V-model methodology, iterative testing and validation at both unit and system levels are essential to mitigate risks, meet technical and functional requirements, and ensure compliance with safety and ethical standards before deployment.

Training, Testing, and Evaluation Datasets:

Training Dataset:

Data Modality:

Text
Image
Video\nImage Training Data Size: Undisclosed\nText Training Data Size: [More than 10 Trillion Tokens]\nVideo Training Data Size: Undisclosed\nData Collection Method by dataset: [Hybrid: Automated, Human, Synthetic]\nLabeling Method by dataset: [Hybrid: Human, Synthetic]

Testing Dataset:

Data Collection Method by dataset: [Unknown]\nLabeling Method by dataset: [Unknown]

Evaluation Dataset:

Data Collection Method by dataset: [Hybrid: Automated, Human]\nLabeling Method by dataset: [Hybrid: Automated, Human]\nProperties (Quantity, Dataset Descriptions, Sensor(s)): Evaluation covers agentic benchmarks (HLE, BrowseComp, DeepSearchQA, APEX-Agents), reasoning and knowledge (AIME 2026, HMMT 2026, IMO-AnswerBench, GPQA-Diamond), coding (SWE-Bench Verified, Terminal-Bench 2.0, LiveCodeBench), and vision assessments (MMMU-Pro, MathVision, CharXiv).

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

tr:nth-child(odd)]:bg-surface-sunken\">

Benchmark	Kimi K2.6
Agentic
HLE-Full (w/ tools)	54.0
BrowseComp	83.2
BrowseComp (Agent Swarm)	86.3
DeepSearchQA (f1-score)	92.5
DeepSearchQA (accuracy)	83.0
WideSearch (item-f1)	80.8
Toolathlon	50.0
MCPMark	55.9
APEX-Agents	27.9
OSWorld-Verified	73.1
Reasoning & Knowledge
HLE-Full	34.7
AIME 2026	96.4
HMMT 2026 (Feb)	92.7
IMO-AnswerBench	86.0
GPQA-Diamond	90.5
Vision
MMMU-Pro	79.4
MMMU-Pro (w/ python)	80.1
CharXiv (RQ)	80.4
MathVision	87.4
MathVision (w/ python)	93.2
BabyVision	39.8
Coding
Terminal-Bench 2.0	66.7
SWE-Bench Pro	58.6
SWE-Bench Multilingual	76.7
SWE-Bench Verified	80.2
SciCode	52.2
OJBench (python)	60.6
LiveCodeBench (v6)	89.6

Inference:

Acceleration Engine: SGLang\nTest Hardware:

NVIDIA B200
NVIDIA H200

Ethical Considerations:

NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.

Please make sure you have proper rights and permissions for all input image and video content; if image or video includes people, personal health information, or intellectual property, the image or video generated will not blur or maintain proportions of image subjects included.

Please report model quality, risk, security vulnerabilities or NVIDIA AI Concerns here.

Get Help

NVIDIA Developer Community Forum

Get access to community knowledge base articles and support cases (https://forums.developer.nvidia.com/)

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\n**HuggingFace:** 04/20/2026 via [Kimi-K2.6 on HuggingFace](https://huggingface.co/moonshotai/Kimi-K2.6)\n\n## Reference(s):\n* [Moonshot AI Official Website](https://www.moonshot.ai/)\n* [Kimi-K2.6 HuggingFace Model Card](https://huggingface.co/moonshotai/Kimi-K2.6)\n\n## Model Architecture:\n**Architecture Type:** Transformer\n**Network Architecture:** Mixture-of-Experts (MoE) with 384 experts (8 routed + 1 shared per token)\n**This model was developed based on moonshotai/Kimi-K2.6.**\n**Number of model parameters:** 1T (32B activated)\n\n## Input:\n**Input Type(s):** Text, Image, Video\n**Input Format(s):** String\n**Input Parameters:** One-Dimensional (1D)\n**Other Properties Related to Input:** The model supports up to 256,000 tokens of context length and accepts multimodal inputs (text, image, video) through the OpenAI-compatible chat endpoint. The MoonViT vision encoder (400M parameters) processes visual inputs natively. The tokenizer uses a vocabulary size of 129,280 tokens.\n\n## Output:\n**Output Type(s):** Text\n**Output Format:** String\n**Output Parameters:** One-Dimensional (1D)\n**Other Properties Related to Output:** The model generates text responses based on multimodal inputs including reasoning, analysis, and code generation. Supports both Thinking mode (with reasoning traces) and Instant mode. Configurable sampling parameters (temperature, top_p, top_k) and streaming output via the OpenAI-compatible API.\n\nOur AI models are designed and/or optimized to run on NVIDIA GPU-accelerated systems. By leveraging NVIDIA's hardware (e.g. GPU cores) and software frameworks (e.g., CUDA libraries), the model achieves faster training and inference times compared to CPU-only solutions.\n\n## Software Integration:\n**Runtime Engine(s):** SGLang\n**Supported Hardware Microarchitecture Compatibility:**\n* NVIDIA Blackwell\n* NVIDIA Hopper\n\n**Supported Operating System(s):** Linux\n\nThe integration of foundation and fine-tuned models into AI systems requires additional testing using use-case-specific data to ensure safe and effective deployment. Following the V-model methodology, iterative testing and validation at both unit and system levels are essential to mitigate risks, meet technical and functional requirements, and ensure compliance with safety and ethical standards before deployment.\n\n\n## Training, Testing, and Evaluation Datasets:\n\n### Training Dataset:\n\n**Data Modality:**\n* Text\n* Image\n* Video\n**Image Training Data Size:** Undisclosed\n**Text Training Data Size:** [More than 10 Trillion Tokens]\n**Video Training Data Size:** Undisclosed\n**Data Collection Method by dataset:** [Hybrid: Automated, Human, Synthetic]\n**Labeling Method by dataset:** [Hybrid: Human, Synthetic]\n\n### Testing Dataset:\n\n**Data Collection Method by dataset:** [Unknown]\n**Labeling Method by dataset:** [Unknown]\n\n### Evaluation Dataset:\n\n**Data Collection Method by dataset:** [Hybrid: Automated, Human]\n**Labeling Method by dataset:** [Hybrid: Automated, Human]\n**Properties (Quantity, Dataset Descriptions, Sensor(s)):** Evaluation covers agentic benchmarks (HLE, BrowseComp, DeepSearchQA, APEX-Agents), reasoning and knowledge (AIME 2026, HMMT 2026, IMO-AnswerBench, GPQA-Diamond), coding (SWE-Bench Verified, Terminal-Bench 2.0, LiveCodeBench), and vision assessments (MMMU-Pro, MathVision, CharXiv).\n\n| Benchmark | Kimi K2.6 |\n|:---|:---:|\n| **Agentic** | |\n| HLE-Full (w/ tools) | 54.0 |\n| BrowseComp | 83.2 |\n| BrowseComp (Agent Swarm) | 86.3 |\n| DeepSearchQA (f1-score) | 92.5 |\n| DeepSearchQA (accuracy) | 83.0 |\n| WideSearch (item-f1) | 80.8 |\n| Toolathlon | 50.0 |\n| MCPMark | 55.9 |\n| APEX-Agents | 27.9 |\n| OSWorld-Verified | 73.1 |\n| **Reasoning & Knowledge** | |\n| HLE-Full | 34.7 |\n| AIME 2026 | 96.4 |\n| HMMT 2026 (Feb) | 92.7 |\n| IMO-AnswerBench | 86.0 |\n| GPQA-Diamond | 90.5 |\n| **Vision** | |\n| MMMU-Pro | 79.4 |\n| MMMU-Pro (w/ python) | 80.1 |\n| CharXiv (RQ) | 80.4 |\n| MathVision | 87.4 |\n| MathVision (w/ python) | 93.2 |\n| BabyVision | 39.8 |\n| **Coding** | |\n| Terminal-Bench 2.0 | 66.7 |\n| SWE-Bench Pro | 58.6 |\n| SWE-Bench Multilingual | 76.7 |\n| SWE-Bench Verified | 80.2 |\n| SciCode | 52.2 |\n| OJBench (python) | 60.6 |\n| LiveCodeBench (v6) | 89.6 |\n\n## Inference:\n**Acceleration Engine:** SGLang\n**Test Hardware:**\n* NVIDIA B200\n* NVIDIA H200\n\n## Ethical Considerations:\nNVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.\n\nPlease make sure you have proper rights and permissions for all input image and video content; if image or video includes people, personal health information, or intellectual property, the image or video generated will not blur or maintain proportions of image subjects included.\n\nPlease report model quality, risk, security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).\n\n## Get Help\n\n### NVIDIA Developer Community Forum\nGet access to community knowledge base articles and support cases (https://forums.developer.nvidia.com/)","displayName","Kimi-K2.6",["D",1786392559087],"publisher","MoonshotAI","latestVersion","versions","collectionCounts","imageUrl","/api/image/nim/moonshotai/models/kimi-k2.6","rawImageUrl","canGuestDownload","latestVersionSizeInBytes","licenseTerms",{"_280":281,"_282":283,"_284":285,"_286":30,"_287":288},"isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[274],"displayLabels",[263,264],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata","computedResourceType",{"_230":272,"_266":272,"_267":273,"_269":270},{"_230":265,"_266":265,"_267":268,"_269":270},"NSPECT-U3D0-7VIZ","value","filter",{"_271":270,"_266":265},"category","label","field","False",{"_271":270,"_266":272},{"_230":275,"_266":276,"_267":277,"_269":278},"NVIDIA NIM","nimmcro_nvidia_nim",{"_271":279,"_266":276},"feature","nvidia_nim","governingTerms","

Use of this model is governed by theNVIDIA Open Model License Agreement. Additional Information:Modified MIT License.Kimi K2.6.

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Use of this model is governed by theNVIDIA Open Model License Agreement. Additional Information:Modified MIT License.Kimi K2.6.

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users logged in across NVIDIA domains.","api.ngc.nvidia.com","This cookie is managed by AWS and is used for load balancing.","bm_so","This cookie name is used to load the site as quickly as possible and to recognize bots using Akamai.","OptanonAlertBoxClosed","docs.ngc.nvidia.com","This cookie is set by websites using certain versions of the cookie law compliance solution from OneTrust. It is set after visitors have seen a cookie information notice and in some cases only when they actively close the notice down. It enables the website not to show the message more than once to a user. The cookie has a normal lifespan of one year and contains no personal information.","This cookie is associated with Akamai and is used to differentiate between traffic from humans and bots.","omniverse.nvidia.com","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. As part of our bot management service, this cookie helps manage incoming traffic that matches criteria associated with bots.\nThis is a CloudFoundry cookie","OptanonConsent","nvid.nvidia.com","This cookie is set by the cookie compliance solution from OneTrust. It stores information about the categories of cookies the site uses and whether visitors have given or withdrawn consent for the use of each category. This enables site owners to prevent cookies in each category from being set in the users browser, when consent is not given. The cookie has a normal lifespan of one year, so that returning visitors to the site will have their preferences remembered. It contains no information that can identify the site visitor.","_rdt_em","This cookie name is associated with Reddit which is used to manage session state and user interactions.","events.nvidia.com","This cookie is associated with the Amazon Web Services Elastic Load Balancing functionality for routing client request on the server.Used to attribute commission to affiliates when you arrive at the website from an affiliate referral link. 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It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","nvidiaCart","This domain is owned by NVIDIA Corporation which provides information about the company, its products, solutions, industries, news, events, and career opportunities.","nv_co","__uxq412__ses.88c1","AWS ELB application load balancerUsed to attribute commission to affiliates when you arrive at the website from an affiliate referral link. It is set when you click on one of our links and used to let the advertiser and us know the website from which you came.","learn.learn.nvidia.com","pctrk","Used to count page views by unauthenticated users against license usage.","bm_s","This cookie is associated with Akamai. 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