Updated

Moonshot AI
Kimi K3
Moonshot AI's open 2.8T-parameter model for long coding sessions, research and video input.
What is Kimi K3?
Kimi K3 is Moonshot AI's most capable model, launched in July 2026 with 2.8 trillion parameters (104B active), which Moonshot calls the first open 3T-class model.
It is built for long coding sessions with little oversight, end-to-end research that ends in charts, widgets and dashboards, and native understanding of text, images and video within a 1M-token context window. Moonshot says it still trails Claude Fable 5 and GPT-5.6 Sol overall but beats every other model in its evaluation suite. Moonshot designed K3 to always think, with low, high and max effort.
- Provider
- Moonshot AI
- Context window
- 1M tokens
- Input
- Text, Image, Video
- Reasoning
- Off, low, medium, high, max
- Max output
- 1M tokens
- Released
- July 2026
How Kimi K3 performs
Published by Moonshot AI
Results Moonshot AI reported for Kimi K3. Each lab runs its own setup, so compare these with other models only inside the same table.
| Benchmark | Score | Setting |
|---|---|---|
| GPQA Diamond | 93.5% | max effort |
| Humanity's Last Exam (full) | 56.0% | with tools, max effort |
| DeepSWE v1.1 | 67.5% | Kimi Code harness |
| Terminal-Bench 2.1 | 88.3% | Kimi Code harness |
| BrowseComp | 91.2% | context compaction at 300K |
| Toolathlon-Verified | 76.5% | max effort |
| MCP-Atlas | 84.2% | max effort |
| OSWorld-Verified | 84.8% | max effort |
| Video-MME | 90.0% | with subtitles, max effort |
| MMMU-Pro | 81.6% | no tools, max effort |
Source: huggingface.co
On LMArena
People compare two anonymous answers and vote for the better one. Ranked here against the other chat models you can pick in Super Agent.
Text
#6 of 27 in Super Agent
All text prompts, with style control on. #18 of 418 on the full leaderboard, from 35,379 votes.
- 1Claude Opus 5.51509
- 2Claude Fable 51503
- 3Claude Fable 5.11503
- 4Claude Opus 51491
- 5Gemini 3.7 Flash1490
- 6Kimi K31487
Coding
#4 of 27 in Super Agent
Text prompts that ask for code. #11 of 413 on the full leaderboard, from 8,871 votes.
- 1Claude Fable 51551
- 2Claude Opus 5.51548
- 3GPT-6 Astra1543
- 4Kimi K31539
- 5Claude Fable 5.11538
WebDev
#8 of 27 in Super Agent
Building working web apps in Code Arena. #16 of 149 on the full leaderboard, from 20,258 votes.
- 1Claude Opus 5.51807
- 2GPT-6 Astra1775
- 3Claude Sonnet 5.51768
- 4GPT-6.1 Sol1749
- 5Claude Fable 5.11743
- 8Kimi K31655
Math
#10 of 27 in Super Agent
Text prompts with math problems. #19 of 404 on the full leaderboard, from 1,597 votes.
- 1Claude Fable 5.11529
- 2Claude Fable 51521
- 3Claude Opus 51517
- 4GPT-6.1 Sol1513
- 5Claude Opus 5.51512
- 10Kimi K31499
Hard prompts
#4 of 27 in Super Agent
Complex, multi-part and demanding text prompts. #12 of 418 on the full leaderboard, from 22,590 votes.
- 1Claude Opus 5.51535
- 2Claude Fable 51529
- 3Claude Fable 5.11523
- 4Kimi K31516
- 5Claude Opus 51515
Creative writing
#12 of 27 in Super Agent
Stories, poems and other original writing. #28 of 416 on the full leaderboard, from 7,248 votes.
- 1Claude Opus 5.51520
- 2Claude Fable 51501
- 3Gemini 3.7 Flash1492
- 4Claude Fable 5.11487
- 5Gemini 3.1 Pro Preview1481
- 12Kimi K31462
Source: LMArena, leaderboard published . Scores move as new votes come in.
What you can do with Kimi K3
Open weights
2.8T total parameters, 104B active
Native text, image and video understanding
Long coding sessions across large repositories
Research output with interactive charts and dashboards
1M-token context window
How to prompt Kimi K3
- Spell out which decisions are yours to make; Moonshot notes K3 can be over-proactive.
- Attach images or a short video when you want it to reference them.
- Start a fresh chat with K3 rather than switching to it mid-conversation, since it relies on its earlier reasoning.
Where Kimi K3 fits best
Tool-heavy agent runs
Large, multi-part projects
Reviewing images and video clips
Research that ends in a dashboard
How Kimi K3 compares
| Model | LMArena text | LMArena coding | Context window | Reasoning |
|---|---|---|---|---|
| Kimi K3 | 1487#18 | 1539#11 | 1M tokens | Off, low, medium, high, max |
| Gemini 3.1 Pro Preview | 1487#19 | 1522#32 | 1M tokens | Low, medium, high |
| GPT 5.6 Sol | 1485#21 | 1534#17 | 1.05M tokens | Off to max |
| Gemini 3.7 Flash | 1490#16 | 1520#36 | 1M tokens | Low, medium, high |
| Claude Opus 5 | 1491#13 | 1528#23 | 1M tokens | Off to max |
Good to know before you start
- Moonshot documents only low, high and max effort, and says K3 can't stop thinking
- Can make decisions you didn't ask for on ambiguous tasks, Moonshot warns
- Output can degrade when earlier reasoning is dropped from the conversation
Start chatting with Kimi K3
Chat with Kimi K3 in Super AgentSelect Kimi K3
Open Super Agent on Flashloop and choose Kimi K3 in the model picker.
Enter your prompt
Ask for what you need: an answer, a plan, or the images and videos you want the agent to make.
Send and keep going
Send the message. Kimi K3 answers in Super Agent and runs any generations you asked for.
Questions about Kimi K3
Is Kimi K3 open-weight?
Yes. Moonshot AI publishes the weights under the Kimi K3 License. The model has 2.8 trillion parameters, with 104 billion active per token.
What inputs does Kimi K3 accept?
Text, images and video, with a 1M-token context window.
What reasoning levels does Kimi K3 support?
Moonshot documents low, high and max effort and says K3 always thinks. Super Agent's picker lists off, low, medium, high and max.
How is Kimi K3 different from Kimi K2.6?
Kimi K3 is Moonshot's newer flagship, with a 1M-token window, video understanding built into the model and graded effort levels. Kimi K2.6 is an earlier coding and agent model with a 256K window, a thinking on or off switch, and video input only as an experimental feature of Moonshot's own API.
More chat models on Flashloop
Gemini 3.1 Pro PreviewGoogle's deep-reasoning Pro model, still a preview in Google's API, for agentic coding.
GPT 5.6 SolThe GPT-5.6 flagship from OpenAI, with stronger computer use and the first max effort setting.
Gemini 3.7 FlashGoogle's August 2026 Flash model for coding and agents, built to get code right on the first pass.
Claude Opus 5Anthropic's Opus 5, close to Fable 5 at half the price, with thinking you can turn off.