moonshotai / image-text-to-text Open weights Also via API updated 1 week ago

Kimi-K3.1-Pro

Kimi K3.1 Pro is an open-weight, natively multimodal agentic model, and our most capable 3T-class model to date. Post-trained from Kimi K3 with large-scale joint reinforcement learning across hundreds of downstream domains, it is the first model in the K3.1 series. With a 1-million-token context window, Kimi K3.1 Pro delivers substantial improvements in coding, 3D creation, financial research, factual accuracy, and o...

Params
2,780.1 B
Context
—
Downloads 30d
28 K
Likes
1,805
Licence: other Not gated SAFETENSORS View on Hugging Face ↗

Download history

tracking started — chart appears after 7 days of snapshots (5 recorded)
28 K downloads in the last 30 days

Can you run it?

Estimated VRAM at 8K context unless noted. Pick your hardware to see the verdict per quantization.

FileQuantSizeEst. VRAMVerdict on RTX 4090 · 24 GB
model.safetensors u8 1,561.3 GB 2,134.9 GB ❌ Won’t fit
Estimate: file size × 1.1 + KV cache at 8K + 0.5 GB overhead. Not a benchmark — how we calculate this.

Use via API

via OpenRouter · USD per 1M tokens · synced 2026-11-10
$2.00
input / 1M
$10.00
output / 1M
$0.20
cached input / 1M
$12.00
1M in + 1M out
Context window
1,048,576 tokens
Max output
943,718 tokens
Providers
17
Cheapest provider
Relace · $0.39 / $7.92
Best throughput
—
AA Intelligence / Coding / Agentic
46.5 / — / —
✓ Tool calling ✓ Reasoning ✓ Structured outputs ✓ Image input ✗ File input ✗ Audio input ✓ Prompt caching

Specifications

Architecture
KimiK31ForConditionalGeneration
Parameters
2,780.1 B
Tensor type
U8
Licence
other
First seen on the Hub
2026-11-02
Training datasets
undisclosed
Added to our catalog
2026-11-06
Compare with any image-text-to-text model