Kimi K3.1 Pro Reviews & Ratings

Kimi K3.1 Pro

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What is Kimi K3.1 Pro?

Kimi K3.1 Pro is a multimodal large language model developed by Moonshot AI to support advanced reasoning, autonomous AI agents, software development, 3D creation, and complex knowledge work. The model is based on a mixture-of-experts architecture containing approximately 2.8 trillion total parameters and 104 billion active parameters. Its one-million-token context window enables the processing of extensive documents, source code repositories, technical materials, and long-running task histories. Kimi K3.1 Pro builds on the Kimi K3 foundation with additional reinforcement learning and post-training optimization across programming, analytical reasoning, and agentic tasks. Its software engineering capabilities include code generation, debugging, terminal operations, automated testing, application development, and multistep problem-solving across existing repositories. The model can develop interactive websites, animated interfaces, browser-based 3D environments, and game projects using tools and frameworks such as Three.js, Unity, Unreal Engine, and Godot. Its multimodal reasoning capabilities allow it to interpret images, sketches, and visual references when generating technical designs or structured outputs. Three-dimensional modeling features include CAD script generation, parametric geometry creation, asset modification, and integration with tools such as Blender. Financial reasoning capabilities support complex spreadsheet models, financial statement analysis, investment research, cross-document verification, and evidence-based reporting. Kimi K3.1 Pro also supports tool-assisted workflows in which AI agents plan tasks, execute actions, evaluate results, and refine outputs across multiple steps. The model is available through Kimi's web and mobile applications, Kimi Work, Kimi Code, and the Kimi API, with a Highspeed variant providing faster inference and an open-weight release planned for November 4, 2026.

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

Augment Code
Brokk
C
C#
C++
EaseMate AI
HTML
Hermes Agent
Java
JetBrains Junie
Oh My OpenAgent
OpenCode
PHP
PrivatClaw
React
SQL
Scala
Vercel AI Gateway
XML
YAML

Integrations Supported

Augment Code
Brokk
C
C#
C++
EaseMate AI
HTML
Hermes Agent
Java
JetBrains Junie
Oh My OpenAgent
OpenCode
PHP
PrivatClaw
React
SQL
Scala
Vercel AI Gateway
XML
YAML

API Availability

Has API

API Availability

Has API

Pricing Information

$2 per 1M tokens
API usage is pay-as-you-go: $2 per million input tokens and $10 per million output tokens. Cached input is $0.20 per million tokens; cache writes are $2 per million tokens. Kimi Code also provides tier-based membership access, with quotas and context limits depending on the tier.

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

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

www.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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