Kimi K3 Reviews & Ratings

Kimi K3

5.0 out of 5 stars

Ratings and Reviews 1 Rating

Total 5 out of 5 stars
ease 5 out of 5 stars
features 5 out of 5 stars
design 5 out of 5 stars
support 5 out of 5 stars

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What is Kimi K3?

Kimi K3 is Moonshot AI’s most advanced model, designed for high-end reasoning, software engineering, multimodal understanding, knowledge work, and agentic AI applications. The model has 2.8 trillion parameters and is built on Kimi Delta Attention, a hybrid linear attention mechanism created for long-context performance. It also uses Attention Residuals and supports a native context window of up to 1 million tokens. This makes Kimi K3 suitable for tasks involving large codebases, long research materials, enterprise documentation, multi-file analysis, legal documents, technical manuals, and complex workflows. Kimi K3 always has thinking mode enabled, with reasoning effort configured through the reasoning_effort field and maximum effort currently supported as the default. Developers can use the model through an OpenAI-compatible API, making it easier to integrate with existing SDKs, clients, and application infrastructure. The model supports streaming responses with separate reasoning and final-answer deltas, allowing applications to display reasoning progress and final content differently. Kimi K3 also supports strict structured output with JSON Schema, partial mode for continuing from a prefix, custom tool calling, required tool use, and dynamic tool loading through system messages. Its vision capabilities support image and video inputs through base64 or uploaded files, enabling analysis of visual content alongside text. Automatic context caching helps workflows that reuse long prefixes, such as large knowledge bases or persistent system context, without requiring developers to manage cache IDs manually. By combining frontier-scale parameters, long-context processing, visual input, structured outputs, tool orchestration, and developer-friendly API compatibility, Kimi K3 gives teams a strong foundation for advanced AI agents, coding assistants, research systems, enterprise automation, and multimodal applications.

What is GPT-6.2 Sol?

GPT-6.2 Sol is a reportedly experimental artificial intelligence model associated with OpenAI's Sol family of reasoning and professional productivity models. Although OpenAI has not officially announced the model, references to the identifier gpt-6.2-sol have appeared in screenshots reportedly captured from Google Cloud Console quota settings. These observations suggest possible preparation for internal testing, cloud deployment, or future availability, but they do not establish that the model has been released. GPT-6.2 Sol is expected to build on GPT-6.1 Sol's capabilities in complex reasoning, software engineering, professional knowledge work, and autonomous task execution. Potential software development applications include generating code, identifying programming errors, analyzing software repositories, implementing features, and validating changes through automated testing. Its reasoning capabilities may support mathematical analysis, scientific research, technical documentation, business planning, and other knowledge-intensive activities requiring structured problem-solving. The model could also support agentic workflows involving external tools, application integrations, information retrieval, and multistep task execution across business systems. Improvements in long-context processing, factual reliability, instruction adherence, and efficient tool execution may be relevant development objectives, although none have been confirmed specifically for GPT-6.2 Sol. The broader Sol model family has been designed to balance advanced intelligence with computational efficiency, making it relevant to organizations deploying AI across demanding workloads. If officially released, GPT-6.2 Sol may become available through OpenAI's developer APIs, coding tools, or enterprise products, but its distribution channels remain unconfirmed.

Media

Media

No images available

Integrations Supported

.NET
AiAssistWorks
Augment Code
C
C#
C++
EaseMate AI
Go
Hermes Agent
Kubernetes
Oh My OpenAgent
OpenClaw
PowerShell
PrivatClaw
React
Rust
Scala
Visual Studio Code
XML
ZooClaw

Integrations Supported

.NET
AiAssistWorks
Augment Code
C
C#
C++
EaseMate AI
Go
Hermes Agent
Kubernetes
Oh My OpenAgent
OpenClaw
PowerShell
PrivatClaw
React
Rust
Scala
Visual Studio Code
XML
ZooClaw

API Availability

Has API

API Availability

Has API

Pricing Information

$3 per 1M tokens (input)
Kimi K3 is priced per 1 million tokens:

Cached input: $0.30
Uncached input: $3.00
Output: $15.00
Context window: 1,048,576 tokens

Cached inputs cost 90% less than uncached inputs, while generated output is the most expensive token category. Prices exclude applicable taxes, which are calculated based on the customer’s jurisdiction.

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Moonshot AI

Date Founded

2023

Company Location

China

Company Website

kimi.ai

Company Facts

Organization Name

OpenAI

Date Founded

2015

Company Location

United States

Company Website

openai.com

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Open-Weight AI Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

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