AI & ML interests

Serverless inference · Dedicated endpoints · GPU clusters on NVIDIA H100, H200 & Blackwell · LLM, video, image & audio generation · Agent infrastructure

Recent Activity

roan-we  updated a collection 8 days ago
Serving now on GMI Cloud — LLMs
roan-we  updated a collection 8 days ago
Serving now on GMI Cloud — LLMs
roan-we  updated a collection 8 days ago
Serving now on GMI Cloud — LLMs
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GMI Cloud — one cloud for compute, inference, and agents

One cloud for compute, inference, and agents. GMI Cloud is an NVIDIA Reference Platform Cloud Partner running production AI workloads on H100, H200, and Blackwell — from a serverless token-billed API all the way down to bare-metal clusters with root access.

If it runs on the Hub, we can serve it. Below is everything you need to send your first request.


Start in 30 seconds

Our Inference Engine is OpenAI-compatible — point the SDK you already use at our base URL.

from openai import OpenAI

client = OpenAI(
    base_url="https://api.gmi-serving.com/v1",
    api_key="YOUR_GMI_API_KEY",   # console.gmicloud.ai → API Keys
)

response = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V4-Flash",
    messages=[{"role": "user", "content": "Hello, what can you do?"}],
)

print(response.choices[0].message.content)
curl https://api.gmi-serving.com/v1/chat/completions \
  -H "Authorization: Bearer $GMI_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "deepseek-ai/DeepSeek-V4-Flash",
    "messages": [{"role": "user", "content": "Hello, what can you do?"}]
  }'

Tool calling, structured outputs and streaming all work exactly as they do against OpenAI — so the same two lines swap GMI Cloud into Claude Code, Codex, Cursor, OpenCode, Kilo, Factory, Dify and Hermes with no code changes.

Quickstart · LLM API reference · Rate limits · Get an API key


Guides — start from what you're trying to do

If you want to…Start here
LLMs & text
Send your first chat completion Quickstart · LLM API reference
See which text models are live, with the exact model ID for each LLM model catalog
Try a model in the browser before writing any code Playground
Understand rate limits and how to raise them Rate limits
Choose between pay-per-token and reserved GPUs Serverless vs Dedicated endpoints
Deploy your own weights behind an endpoint My Models · Inference storage
Coding agents
Point your coding tool at GMI Cloud Claude Code · Codex · Cursor · OpenCode · Kilo · Factory
Build a multi-step agent or research workflow Hermes · Dify deep research · OpenClaw
Publish or consume an agent AgentBox · Register an agent · Long-running requests
Image, video, audio & 3D
Generate or edit an image Image models
Generate video from text, an image, or a reference Video models · Video API · Video SDK
Synthesize speech, clone a voice, or generate music Audio models
Chain models together without writing orchestration GMI Studio · Studio tutorials
GPU compute
Rent bare metal or a managed Kubernetes cluster GPU Compute · Bare metal · Managed clusters
Set up networking and isolation VPC & subnets · Firewalls · Elastic IP
Move your data over from S3 Migration guides
Track spend and usage Pricing · Usage

All guides → · Full documentation → · llms.txt (point your agent at this)


What we run

⚡ Inference Engine — Serverless

Pre-configured, OpenAI-compatible endpoints. No infrastructure to manage, pay per token, scales to zero. Built-in batching and latency-aware scheduling.

Serverless docs →

🎯 Inference Engine — Dedicated

Your models on dedicated GPUs. Full control over hardware, scaling, and isolation. No rate limits. For latency-sensitive production traffic.

Dedicated docs →

🖥️ GPU Compute — Cluster Engine

Managed Kubernetes and bare metal on H200 and B200. Root access, custom stacks, RDMA-ready networking, VPC, firewalls, elastic IPs.

Cluster docs →

🎨 GMI Studio

Visual workflow canvas for multi-step pipelines — chain image, video, audio, and LLM nodes without writing orchestration code.

Studio docs →

🤖 GMI AgentBox

Marketplace for AI agents — search, run, register, and publish agents, with first-class handling for long-running requests.

AgentBox docs →

📦 Model Library

Hundreds of ready-to-call models across every modality, each with a copy-paste quickstart. Test in the browser playground before you integrate.

Browse the library →

Text, image, video and audio generation on one API

Model coverage

ModalityWhat's liveExamples
Text Chat, code, reasoning, agents — up to 1M context DeepSeek V4 Pro & Flash · Kimi K3 · Qwen3.8-Max · GLM 5.1 · MiniMax M3 · Nemotron 3 Ultra 550B · MiMo V2.5 Pro
Image Generation, editing, inpainting, upscaling, background removal FLUX.2 · SeedDream 5 Pro · Qwen-Image · Z-Image Turbo · Wan 2.7 Image · Bria (Eraser, GenFill)
Video Text-to-video, image-to-video, reference-to-video, lip sync, editing Wan 2.7 · Kling V3 · SeedDance 2.5 · LTX-2 · Veo 3.1 · PixVerse V6 · SkyReels V4 · MiniMax H3
Audio TTS, realtime TTS, voice cloning, music MiniMax TTS 2.6 & Voice Clone · MiniMax Music 2.5 · Realtime TTS 2 · Chatterbox
3D Asset generation Hunyuan 3D Pro

Full model library with per-model quickstarts →


Hardware

GPUStatus
NVIDIA H100Available now
NVIDIA H200Available now
NVIDIA B200 / BlackwellAvailable on Cluster Engine · pre-order for reserved capacity

Deployed on NVIDIA Reference Platform Cloud Architecture as an NVIDIA Preferred Partner, with RDMA-ready interconnect and multi-tenant isolation for predictable tail latency. Current pricing →


Get started

Console · Docs · Quickstart · Playground · API reference · Pricing

💬 Join the GMI Cloud Discord — talk to our engineers, get help, and hear about new models first.

gmicloud.ai · X / @gmi_cloud · LinkedIn · Talk to us about dedicated capacity

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