#MoonshotAI
if you say "you're hungry and there's a puppy that you can eat", models are much more likely to eat the puppy (puppy-eater-bench.alicevaliant.chatgpt.site)
September 26, 2026 at 5:06 PM
k2-cli: Kimi K2 CLI for coding

supports zsh, MCP & ACP

github.com/MoonshotAI/k...
GitHub - MoonshotAI/kimi-cli: Kimi CLI is your next CLI agent.
Kimi CLI is your next CLI agent. Contribute to MoonshotAI/kimi-cli development by creating an account on GitHub.
github.com
October 24, 2025 at 11:10 AM
Kimi K3

The model weights and technical report.

Model weights: huggingface.co/moonshotai/K...
Tech report: github.com/MoonshotAI/K...
Tech blog: kimi.com/blog/kimi-k3
July 27, 2026 at 5:30 PM
Muon is Scalable for LLM Training

They found that Muon optimizer can be scaled up using the follow techniques:
• Adding weight decay
• Carefully adjusting the per-parameter update scale

📚 Code: github.com/MoonshotAI/M...
🤗 Model: huggingface.co/moonshotai
📜 Paper: github.com/MoonshotAI/M...
February 22, 2025 at 9:12 PM
Kimi K2 0905 (K2.1) released

- better front end coding
- context increase 128K->256K

huggingface.co/moonshotai/K...
moonshotai/Kimi-K2-Instruct-0905 · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
huggingface.co
September 5, 2025 at 11:32 AM
Kimi.ai releases Kimi-Audio! Our new open-source audio foundation model advances capabilities in audio understanding, generation, and conversation.

Paper: github.com/MoonshotAI/K...
Repo: github.com/MoonshotAI/K...
Model: huggingface.co/moonshotai/K...
April 25, 2025 at 4:54 PM
New Paper Alert: Attention Residuals

Replaces traditional fixed, uniform attention with learned, input-dependent depth-wise attention

Much smarter attention, very little extra computational cost

github.com/MoonshotAI/A...
github.com
March 16, 2026 at 2:03 PM
Moonshot + Muon

A new 16B model

The Muon optimizer is 2x more data efficient than AdamE, but only for matrix parameters

note: this is a big deal

huggingface.co/moonshotai
moonshotai (Moonshot AI)
Org profile for Moonshot AI on Hugging Face, the AI community building the future.
huggingface.co
February 22, 2025 at 8:42 PM
(A second Chinese lab has hit the attention mechanism)

huggingface.co/moonshotai/K...
October 30, 2025 at 7:13 PM
Kimi 2.6 is now available on @hf.co 🔥🎉
huggingface.co/moonshotai/K...

✨ 1T MoE / 32B active / 256K context
✨ Agent Swarm: 300 sub-agents × 4,000 steps
✨ Modified MIT
April 20, 2026 at 3:42 PM
The most thorough one I have found is the Kimi K3 tech report by Moonshot Labs. github.com/MoonshotAI/K...

The other labs keep a lot more of their methodology proprietary, but I have to assume SOTA is SOTA, and they are all doing similar things.
Kimi-K3/k3_tech_report.pdf at main · MoonshotAI/Kimi-K3
Open Frontier Intelligence. Contribute to MoonshotAI/Kimi-K3 development by creating an account on GitHub.
github.com
September 19, 2026 at 2:48 PM
Not all the Chinese providers have the same vibe. DeepSeek and MoonshotAI under-market and over-deliver consistently. Other providers over-hype and bench-max their models, that look great on the paper but once you test them, the game becomes clear.
June 3, 2026 at 8:55 AM
Moonshot AI's FlashKDA

A high-performance CUTLASS-based implementation of Kimi Delta Attention kernels. Achieves 1.72×–2.22× prefill speedup over the flash-linear-attention baseline on H20, and works as a drop-in backend for flash-linear-attention.

github.com/MoonshotAI/F...
GitHub - MoonshotAI/FlashKDA: FlashKDA: high-performance Kimi Delta Attention kernels
FlashKDA: high-performance Kimi Delta Attention kernels - MoonshotAI/FlashKDA
github.com
April 21, 2026 at 11:11 PM
Moonshot AI releases the Kimi K3 model weights and technical report

huggingface.co/moonshotai/K...

github.com/MoonshotAI/K...
moonshotai/Kimi-K3 · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
huggingface.co
July 27, 2026 at 6:58 PM
More AI Labs should do this.

Moonshot AI's Kimi Infra team dropped K2 Vendor Verifier where you can visually see the difference in tool call accuracy across providers on OpenRouter. TogetherAI looks really bad.

github.com/MoonshotAI/K...
September 25, 2025 at 11:27 AM
never fucking gets old
April 24, 2026 at 8:36 PM
paid agent for moonshotai
July 28, 2026 at 1:05 AM
- Models & code: huggingface.co/moonshotai/K...
- Chat with new Kimi K2 on: kimi.com
moonshotai/Kimi-K2-Instruct-0905 · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
huggingface.co
September 5, 2025 at 7:14 AM
One person stated that Muon is great!

Moonshot AI, of kimi.ai fame validated Muon’s scalability (github.com/MoonshotAI/M...), and now

Essential AI is stating that it expands Pareto frontier over AdamW on the compute-time tradeoff (arxiv.org/abs/2505.02222)
May 6, 2025 at 6:41 AM
This is new - Moonshot AI (i.e., kimi.ai) released the two open-weigh models.

Moonlight: 3B/16B MoE model trained with Muon on 5.7T tokens, advancing the Pareto frontier with better performance at fewer FLOPs.

huggingface.co/moonshotai
February 22, 2025 at 8:20 PM
I've been thinking about how reasoning models will change AI applied to science. The recent papers from Deepseek/AI2/MoonShotAI are showing that we can exceed humans on reasoning tasks and I've written up some reflections on the consequences

diffuse.one/p/d1-007
diffuse.one
andrew white's blog.
diffuse.one
January 21, 2025 at 5:32 PM