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features
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support

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Description

Kimi K2 Thinking is a sophisticated open-source reasoning model created by Moonshot AI, specifically tailored for intricate, multi-step workflows where it effectively combines chain-of-thought reasoning with tool utilization across numerous sequential tasks. Employing a cutting-edge mixture-of-experts architecture, the model encompasses a staggering total of 1 trillion parameters, although only around 32 billion parameters are utilized during each inference, which enhances efficiency while retaining significant capability. It boasts a context window that can accommodate up to 256,000 tokens, allowing it to process exceptionally long inputs and reasoning sequences without sacrificing coherence. Additionally, it features native INT4 quantization, which significantly cuts down inference latency and memory consumption without compromising performance. Designed with agentic workflows in mind, Kimi K2 Thinking is capable of autonomously invoking external tools, orchestrating sequential logic steps—often involving around 200-300 tool calls in a single chain—and ensuring consistent reasoning throughout the process. Its robust architecture makes it an ideal solution for complex reasoning tasks that require both depth and efficiency.

Description

Voyage AI has introduced voyage-3-large, an innovative general-purpose multilingual embedding model that excels across eight distinct domains, such as law, finance, and code, achieving an average performance improvement of 9.74% over OpenAI-v3-large and 20.71% over Cohere-v3-English. This model leverages advanced Matryoshka learning and quantization-aware training, allowing it to provide embeddings in dimensions of 2048, 1024, 512, and 256, along with various quantization formats including 32-bit floating point, signed and unsigned 8-bit integer, and binary precision, which significantly lowers vector database expenses while maintaining high retrieval quality. Particularly impressive is its capability to handle a 32K-token context length, which far exceeds OpenAI's 8K limit and Cohere's 512 tokens. Comprehensive evaluations across 100 datasets in various fields highlight its exceptional performance, with the model's adaptable precision and dimensionality options yielding considerable storage efficiencies without sacrificing quality. This advancement positions voyage-3-large as a formidable competitor in the embedding model landscape, setting new benchmarks for versatility and efficiency.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Cohere No 
GPT-5 Yes 
GPT-5.1 Yes 
GPT-5.1 Instant Yes 
GPT-5.1 Thinking Yes 
GPT-5.2 Instant Yes 
GPT-5.2 Pro Yes 
GPT-5.2 Thinking Yes 
GPT-5.3 Instant Yes 
GPT-5.4 Pro Yes 
GPT-5.4 mini Yes 
GPT-5.4 nano Yes 
GPT-5.5 Pro Yes 
GPT-5.6 Sol Ultrafast Yes 
GPT-5.6 Terra Yes 
GPT-6.1 Sol Yes 
Holo4 Yes 
Hugging Face Yes 
Nebius Token Factory Yes 
OneSignal No 

Integrations

Cohere Yes 
GPT-5 No 
GPT-5.1 No 
GPT-5.1 Instant No 
GPT-5.1 Thinking No 
GPT-5.2 Instant No 
GPT-5.2 Pro No 
GPT-5.2 Thinking No 
GPT-5.3 Instant No 
GPT-5.4 Pro No 
GPT-5.4 mini No 
GPT-5.4 nano No 
GPT-5.5 Pro No 
GPT-5.6 Sol Ultrafast No 
GPT-5.6 Terra No 
GPT-6.1 Sol No 
Holo4 No 
Hugging Face No 
Nebius Token Factory No 
OneSignal Yes 

Pricing Details

Free
Open source
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial Yes 
Free Version No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person Yes 

Vendor Details

Company Name

Moonshot AI

Founded

2023

Country

United States

Website

moonshotai.github.io/Kimi-K2/thinking.html

Vendor Details

Company Name

MongoDB

Founded

2007

Country

United States

Website

blog.voyageai.com/2025/01/07/voyage-3-large/

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