Kimi K3.1 Pro

Kimi K3.1 Pro

Moonshot AI
5.0 out of 5 stars
SEELE AI

SEELE AI

1.0 out of 5 stars
Kimi K3.1 Pro SEELE AI

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Kimi K3.1 Pro:

About

Kimi K3.1 Pro is a multimodal large language model developed by Moonshot AI for advanced reasoning, software development, 3D modeling, financial analysis, and autonomous AI agent workflows. The model uses a mixture-of-experts architecture with approximately 2.8 trillion total parameters and 104 billion active parameters, supporting a context window of one million tokens. Its coding capabilities include debugging existing applications, generating complete software projects, developing interactive websites, and creating applications with game engines. Kimi K3.1 Pro can analyze images, interpret spatial relationships, generate CAD scripts, and create three-dimensional assets from text descriptions or visual references. Its reasoning and tool-use capabilities support financial modeling, investment research, document analysis, and multistep business workflows. The model is available through Kimi's web and mobile applications, Kimi Work, Kimi Code, and the Kimi API, with a Highspeed variant.
SEELE AI:

About

SEELE AI is an end-to-end multimodal platform that transforms simple text prompts into immersive, interactive 3D game worlds, enabling users to generate environments, assets, characters, and interactions, then remix and evolve them dynamically. It supports real-time asset generation, spatial generation, and infinite remixing of game content; users can build natural scenery, parkour, or racing game levels, and interactive spaces simply by describing them. Backed by cutting-edge models (including those from Baidu), it aims to reduce traditional 3D game development complexity, giving creators the ability to rapidly prototype and explore virtual worlds without needing deep technical expertise. SEELE’s core features include text-to-3D generation, infinite remixing, interactive world editing, and the generation of game content that is playable and modifiable.
Kimi K3.1 Pro:

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
SEELE AI:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Kimi K3.1 Pro:

Audience

Software developers, AI engineers, researchers, financial analysts, and teams building applications or agentic workflows with AI models.
SEELE AI:

Audience

Designers, storytellers, indie developers and anyone wanting a tool to create and play interactive 3D worlds without writing code, using only text descriptions
Kimi K3.1 Pro:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
SEELE AI:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Kimi K3.1 Pro:

API

Offers API Supported
SEELE AI:

API

Offers API Not Supported
Kimi K3.1 Pro:

Screenshots and Videos

SEELE AI:

Screenshots and Videos

Kimi K3.1 Pro:

Pricing

$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.
Free Version Not Supported
Free Trial Not Supported
SEELE AI:

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported
Kimi K3.1 Pro:

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
SEELE AI:

Reviews/Ratings

Overall 1.0 / 5
ease 1.0 / 5
features 1.0 / 5
design 1.0 / 5
support 1.0 / 5
Kimi K3.1 Pro:

Pros & Cons from Real Users

Pros

  • I can give it a large coding job, a research project, or a multi-step agent workflow and it does a much better job staying organized all the way through. Coding is probably the biggest jump. Moonshot reports a 65.7% score on Terminal-Bench 4.0, ahead of GPT-6 Astra’s reported 58.2% and just behind Claude Opus 5.5 at 66.4%. It feels especially good for terminal work, repo-level changes, and tasks where the agent has to keep using tools for a while. The 1M-token context window is also genuinely useful. I can keep a huge amount of source code, documentation, financial material, screenshots, and prior work in context without constantly trimming things down.

Cons

  • The main downside is that the full weights are not available yet. Moonshot says they will be released soon, so the open-weight story is promising, but I would wait for that release before judging local deployment and customization.
SEELE AI:

Pros & Cons from Real Users

Pros

  • What's to like? I've got nothing to show for trying it! Except wasted time!

Cons

  • I opened the program and chose a FPS theme. Didn't even have time to write anything about what I wanted. And,BAM, it just starts running some kind of program, runs for 10 minutes and then tells me I have to buy more credits, I ran out apparently, without knowing anything about it. So, yea I ended up with nothing and I don't even know what Seele was trying to program. Not worth my time, needs a lot more work!
Kimi K3.1 Pro:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
SEELE AI:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
Kimi K3.1 Pro:

Company Information

Moonshot AI
Founded: 2023
China
www.kimi.ai/
SEELE AI:

Company Information

SEELE AI
Founded: 2025
China
www.seeles.ai/home
Kimi K3.1 Pro:

Alternatives

Gemini 4 Hydrogen

Gemini 4 Hydrogen

Google
5.0 out of 5 stars
SEELE AI:

Alternatives

Kimi K3.1 Pro:
Claude Fable 5.2

Claude Fable 5.2

Anthropic
5.0 out of 5 stars
SEELE AI:
Kimi K3.1 Pro:
SEELE AI:
Kimi K3.1 Pro:
Kimi K2

Kimi K2

Moonshot AI
SEELE AI:
DeepSeek-V4.1-Flash

DeepSeek-V4.1-Flash

DeepSeek
5.0 out of 5 stars
Kimi K3.1 Pro:
Kimi K3

Kimi K3

Moonshot AI
5.0 out of 5 stars
SEELE AI:
Jabali

Jabali

Jabali AI
1.0 out of 5 stars
Kimi K3.1 Pro:

Categories

SEELE AI:

Categories

AI Models Supported
Kimi K3.1 Pro:

Integrations

Brokk Supported
Cherry Studio Supported
Claude Code Supported
Cline Supported
Cosmos Supported
Fireworks AI Supported
Grengin Supported
Java Supported
JetBrains Junie Supported
Kimi Code Supported
Kimi Code CLI Supported
Kotlin Supported
Kubernetes Supported
OpenAI Codex Supported
OpenClaw Supported
OpenCode Zen Supported
PrivatClaw Supported
React Supported
Vercel AI Gateway Supported
Visual Studio Code Supported
SEELE AI:

Integrations

Brokk Not Supported
Cherry Studio Not Supported
Claude Code Not Supported
Cline Not Supported
Cosmos Not Supported
Fireworks AI Not Supported
Grengin Not Supported
Java Not Supported
JetBrains Junie Not Supported
Kimi Code Not Supported
Kimi Code CLI Not Supported
Kotlin Not Supported
Kubernetes Not Supported
OpenAI Codex Not Supported
OpenClaw Not Supported
OpenCode Zen Not Supported
PrivatClaw Not Supported
React Not Supported
Vercel AI Gateway Not Supported
Visual Studio Code Not Supported
Kimi K3.1 Pro:
Claim Kimi K3.1 Pro and update features and information
Claim Kimi K3.1 Pro and update features and information
SEELE AI:
Claim SEELE AI and update features and information
Claim SEELE AI and update features and information