# Introduction

> **184 practical guides** for deploying AI models, GPU workloads, and AI platforms on [Clore.ai](https://clore.ai) — the decentralized GPU rental marketplace.

{% hint style="success" %}
All examples can be run on GPU servers rented through the [Clore.ai Marketplace](https://clore.ai/marketplace). Rent powerful GPUs starting from **$0.15/day**.
{% endhint %}

## What is Clore.ai?

[Clore.ai](https://clore.ai) is a peer-to-peer GPU marketplace where you rent GPUs directly from other people — like Airbnb for compute. Thousands of GPUs are available 24/7, from budget RTX 3060s to enterprise H100s. Pay with **CLORE**, **BTC**, **USDT**, or **USDC**.

### Why Clore.ai for AI?

* **Affordable** — RTX 4090 from $0.50/day (vs $2–4 on cloud providers)
* **No commitments** — rent by the hour, no contracts
* **Full root access** — Docker containers with GPU passthrough
* **Wide GPU selection** — 3,400+ machines, 12,800+ GPUs online
* **Pay your way** — crypto payments (CLORE, BTC, USDT/USDC)

## 📚 Guide Categories

| Category                                                                                      | Guides | Highlights                                                                                                                |
| --------------------------------------------------------------------------------------------- | ------ | ------------------------------------------------------------------------------------------------------------------------- |
| 🤖 [Language Models](https://docs.clore.ai/guides/language-models/language-models)            | **38** | Llama 4, Gemma 3, Qwen3.5, GLM-5, DeepSeek V4, DeepSeek-R1, Nemotron 3 Super, Gemini 3.1 Flash Lite, Ollama, vLLM, SGLang |
| 🤖 [AI Platforms & Agents](https://docs.clore.ai/guides/ai-platforms-and-agents/ai-platforms) | **18** | Dify, CrewAI, AutoGPT, OpenHands, MetaGPT, n8n, LibreChat, Open Interpreter, SuperAGI, SWE-agent                          |
| 🔊 [Audio & Voice](https://docs.clore.ai/guides/audio-and-voice/audio-voice)                  | **22** | Voxtral TTS, Whisper, Qwen3-TTS, MiniMax Speech 2.6, Dia, ChatTTS, Kokoro, Fish Speech, MeloTTS, StyleTTS2                |
| 🎬 [Video Generation](https://docs.clore.ai/guides/video-generation/video-generation)         | **13** | Wan2.1, FramePack, CubeComposer 4K 360°, LTX-2, CogVideoX, SkyReels, HunyuanVideo, Mochi-1, AnimateDiff                   |
| 🎨 [Image Generation](https://docs.clore.ai/guides/image-generation/image-generation)         | **11** | FLUX.2 Klein, HunyuanImage 3.0, SD 3.5, ComfyUI, InvokeAI, SD WebUI Forge                                                 |
| 🧠 [Training](https://docs.clore.ai/guides/training/training)                                 | **12** | Unsloth, Axolotl, LoRA, DreamBooth, DeepSpeed, LLaMA-Factory, TRL, LitGPT, Mergekit                                       |
| 🏁 [Getting Started](https://docs.clore.ai/guides/getting-started/getting-started)            | **8**  | GPU comparison, pricing, FAQ, troubleshooting                                                                             |
| 👁️ [Vision Models](https://docs.clore.ai/guides/vision-models/vision-models)                 | **6**  | Qwen2.5-VL, SAM2, LLaVA, Florence-2                                                                                       |
| 🖼️ [Image Processing](https://docs.clore.ai/guides/image-processing/image-processing)        | **6**  | Real-ESRGAN, ControlNet, Depth Anything, ICLight                                                                          |
| 🧊 [3D Generation](https://docs.clore.ai/guides/3d-generation/3d-generation)                  | **5**  | TRELLIS, Hunyuan3D 2.1, TripoSR, Gaussian Splatting, Nerfstudio                                                           |
| 🎭 [Talking Heads](https://docs.clore.ai/guides/talking-heads/talking-heads)                  | **3**  | LivePortrait, SadTalker, Wav2Lip                                                                                          |
| 👤 [Face & Identity](https://docs.clore.ai/guides/face-and-identity/face-identity)            | **3**  | FaceFusion, InstantID, IP-Adapter                                                                                         |
| ⚙️ [Advanced](https://docs.clore.ai/guides/advanced/advanced)                                 | **5**  | Multi-GPU, API integration, batch processing                                                                              |
| 🔧 [Other Workloads](https://docs.clore.ai/guides/other-workloads/other-workloads)            | **3**  | Blender, Kandinsky, OpenClaw                                                                                              |
| 💻 [AI Coding Tools](https://docs.clore.ai/guides/ai-coding-tools/ai-coding)                  | **2**  | Aider, TabbyML (self-hosted Copilot)                                                                                      |
| 📊 [Comparisons](https://docs.clore.ai/guides/comparisons/comparisons)                        | **7**  | LLM serving, fine-tuning, video gen, TTS, RAG frameworks, vector DBs                                                      |
| 📹 [Video Processing](https://docs.clore.ai/guides/video-processing/video-processing)         | **2**  | FFmpeg NVENC, RIFE interpolation                                                                                          |
| 🎵 [Music Generation](https://docs.clore.ai/guides/music-generation/music-generation)         | **1**  | ACE-Step (open-source Suno alternative)                                                                                   |
| 🔍 [Computer Vision](https://docs.clore.ai/guides/computer-vision/computer-vision)            | **2**  | YOLOv9/v10 detection                                                                                                      |
| 🗄️ [RAG / Vector DBs](https://docs.clore.ai/guides/rag-and-vector-databases/rag-vectordb)    | **6**  | LlamaIndex, RAGFlow, ChromaDB, Qdrant, Milvus, Weaviate                                                                   |
| 🔄 [MLOps](https://docs.clore.ai/guides/mlops-and-deployment/mlops)                           | **4**  | MLflow, Triton Inference Server, BentoML, ClearML                                                                         |
| ⚡ [DevOps GPU](https://docs.clore.ai/guides/gpu-devops/devops-gpu)                            | **2**  | TensorRT-LLM, ONNX Runtime                                                                                                |
| 🔬 [Science](https://docs.clore.ai/guides/science-and-research/science)                       | **3**  | AlphaFold2, ESMFold, GROMACS molecular dynamics                                                                           |
| 🎮 [Gaming / Streaming](https://docs.clore.ai/guides/gaming-and-streaming/gaming-streaming)   | **1**  | Sunshine + Moonlight remote gaming                                                                                        |
| ₿ [Crypto Mining](https://docs.clore.ai/guides/crypto-and-mining/crypto-mining)               | **1**  | XMRig CPU/GPU mining                                                                                                      |

## 🔥 What's New (March 2026)

### Week of March 30, 2026 — 1 New Guide

* 🔊 **Voxtral TTS** 🆕 — Mistral's open-weight 4B TTS model, 9 languages, zero-shot voice cloning from 3s reference, only 3 GB VRAM, Apache 2.0 — [guide](https://docs.clore.ai/guides/audio-and-voice/voxtral-tts)

#### Industry Notes (March 23–30)

* **Seedance 2.0** (ByteDance) — next-gen video generation model, launched in CapCut/Dreamina. API-only, no self-hosted weights available yet.
* **Google Lyria 3 Pro** — music generation model, available via Gemini API/Vertex AI. API-only, no local deployment.
* **Gemini 3 Deep Think** — Google's frontier reasoning model live for Ultra subscribers. API-only.
* **Sora shutdown** — OpenAI officially shut down the Sora video generation app.
* **DeepSeek V4** — still awaiting official weight release (INT8 shards spotted March 11). Guide ready: [deepseek-v4.md](https://docs.clore.ai/guides/language-models/deepseek-v4)

### Week of March 16, 2026 — 3 New Guides

* 🤖 **NVIDIA Nemotron 3 Super** 🆕 — 120B MoE / 12B active, 5× throughput, 1M context, Apache 2.0, built for agentic AI — [guide](https://github.com/defiocean/clore-docs-guides/blob/main/language-models/nvidia-nemotron-3-super.md)
* 🌐 **Gemini 3.1 Flash Lite** 🆕 — Google's cheapest/fastest model (March 3, 2026), API + open-source alternatives — [guide](https://github.com/defiocean/clore-docs-guides/blob/main/language-models/gemini-3-1-flash-lite.md)
* 🎬 **CubeComposer 4K 360° Video** 🆕 — first model to natively generate 4K 360° panoramic video from standard footage (CVPR 2026) — [guide](https://github.com/defiocean/clore-docs-guides/blob/main/video-generation/cubecomposer-360-video.md)

### Also This Week (March 9–16, 2026)

* **GPT-5.4** — released March 5, 2026; native computer use (75.0% OSWorld), 1M context, combines GPT-5.3-Codex coding pipeline with general reasoning. API-only, no local deployment.
* **DeepSeek V4** ⏳ — weights spotted on HuggingFace (INT8 shards, March 11) — imminent release of 1T-parameter multimodal MoE. [Guide](https://docs.clore.ai/guides/language-models/deepseek-v4) ready when it drops.
* **Wan 2.2** — new version of Wan video generation foundation model (12V image-to-video variant live on HuggingFace)

### New in March 2026 — 6 New Categories, 57 New Guides

* 🗄️ **RAG / Vector DBs** — 6 guides: [LlamaIndex](https://docs.clore.ai/guides/rag-and-vector-databases/llamaindex), [RAGFlow](https://docs.clore.ai/guides/rag-and-vector-databases/ragflow), [ChromaDB](https://docs.clore.ai/guides/rag-and-vector-databases/chromadb), [Qdrant](https://docs.clore.ai/guides/rag-and-vector-databases/qdrant), [Milvus](https://docs.clore.ai/guides/rag-and-vector-databases/milvus), [Weaviate](https://docs.clore.ai/guides/rag-and-vector-databases/weaviate)
* 🔄 **MLOps** — 4 guides: [MLflow](https://docs.clore.ai/guides/mlops-and-deployment/mlflow), [Triton Inference Server](https://docs.clore.ai/guides/mlops-and-deployment/triton-inference-server), [BentoML](https://docs.clore.ai/guides/mlops-and-deployment/bentoml), [ClearML](https://docs.clore.ai/guides/mlops-and-deployment/clearml)
* ⚡ **DevOps GPU** — 2 guides: [TensorRT-LLM](https://docs.clore.ai/guides/gpu-devops/tensorrt-llm), [ONNX Runtime](https://docs.clore.ai/guides/gpu-devops/onnx-runtime)
* 🔬 **Science** — 3 guides: [AlphaFold2](https://docs.clore.ai/guides/science-and-research/alphafold2), [ESMFold](https://docs.clore.ai/guides/science-and-research/esmfold), [GROMACS](https://docs.clore.ai/guides/science-and-research/gromacs) molecular dynamics
* 🎮 **Gaming / Streaming** — [Sunshine + Moonlight](https://docs.clore.ai/guides/gaming-and-streaming/sunshine-moonlight) GPU-accelerated remote gaming
* ₿ **Crypto Mining** — [XMRig](https://docs.clore.ai/guides/crypto-and-mining/xmrig) CPU/GPU mining on Clore.ai

### Latest Models Added (March 4, 2026)

* **DeepSeek V4** ⏳ — \~1T parameter multimodal MoE, MIT license, **release imminent (weights spotted March 11)** — [guide](https://docs.clore.ai/guides/language-models/deepseek-v4)
* **MiniMax Speech 2.6** 🆕 — ultra-low latency TTS for voice agents, < 300ms TTFB — [guide](https://docs.clore.ai/guides/audio-and-voice/minimax-speech)
* **SGLang** 🆕 — RadixAttention for KV cache sharing, 2–5× throughput vs vLLM on MoE — [guide](https://docs.clore.ai/guides/language-models/sglang)
* **TGI** 🆕 — HuggingFace's production LLM serving with Flash Attention 2 + PagedAttention — [guide](https://docs.clore.ai/guides/language-models/tgi)
* **LLaMA-Factory** 🆕 — fine-tune 100+ LLMs with WebUI, LoRA/QLoRA, RLHF — [guide](https://docs.clore.ai/guides/training/llama-factory)
* **Fish Speech** 🆕 — zero-shot voice cloning in 8+ languages from 10–15s reference audio — [guide](https://docs.clore.ai/guides/audio-and-voice/fish-speech)
* **Mochi-1** 🆕 — 10B parameter video diffusion, 848×480 @ 30fps, 24GB VRAM — [guide](https://docs.clore.ai/guides/video-generation/mochi-1)

### Previously Added (February 2026)

* **Qwen3.5** — Alibaba's 397B MoE, beat Claude 4.5 Opus on math
* **GLM-5** — 744B MoE from Zhipu AI, MIT license, #1 in open-source rankings
* **Ling-2.5-1T** — Ant Group's trillion-parameter model with linear attention
* **Kimi K2.5** — Moonshot AI's 1T MoE, MIT license, visual agentic
* **Mistral Large 3** — 675B MoE, Apache 2.0, frontier coding & reasoning
* **Llama 4 Scout/Maverick** — Meta's MoE revolution, 10M context window
* **Gemma 3** — Google's 27B that beats 405B models
* **FLUX.2 Klein** — sub-second image generation (< 0.5s on RTX 4090)
* **HunyuanImage 3.0** — 80B MoE, largest open-source image model
* **ACE-Step 1.5** — full song generation on < 4GB VRAM
* **FramePack** — AI video with just 6GB VRAM
* **Qwen3-TTS** — voice cloning in 10+ languages from 3 seconds of audio
* **Kani-TTS-2** — ultra-lightweight TTS, only 3GB VRAM
* **DeepSeek-R1** — reasoning model matching OpenAI o1

### Previously Added Categories (February 2026)

* 🤖 **AI Platforms & Agents** — 18 guides: Dify, CrewAI, AutoGPT, OpenHands, MetaGPT, n8n, LibreChat, Open Interpreter, SuperAGI, SWE-agent
* 🎵 **Music Generation** — AI-composed songs with vocals (ACE-Step)
* 💻 **AI Coding Tools** — self-hosted Copilot alternatives (Aider, TabbyML)
* 🔧 **OpenClaw on Clore** — run your AI assistant 24/7 on rented GPUs

## 💰 GPU Pricing (March 2026)

> Live data from Clore.ai marketplace, sampled March 16, 2026 (2,592 servers).

| GPU         | VRAM | Spot Price Range | Avg/hr  | Best For                                 |
| ----------- | ---- | ---------------- | ------- | ---------------------------------------- |
| RTX 3060    | 12GB | $0.16–1.00/hr    | \~$0.93 | TTS, small models, music gen             |
| RTX 3070    | 8GB  | $0.17–3.33/hr    | \~$0.55 | 7B models, Whisper, batch inference      |
| RTX 3080    | 10GB | $0.20–3.50/hr    | \~$0.79 | 7B–14B models, image gen                 |
| RTX 3090    | 24GB | $0.08–4.00/hr    | \~$1.24 | SDXL, 32B models, video gen              |
| RTX 4090    | 24GB | $1.19–6.50/hr    | \~$2.44 | FLUX, Llama 4, 35B models                |
| RTX 5070 Ti | 16GB | $0.75–3.00/hr    | \~$1.31 | Fast inference, 30B LLMs                 |
| RTX 5080    | 16GB | $0.90–9.00/hr    | \~$1.86 | Fast FLUX, 30B LLMs                      |
| RTX 5090    | 32GB | $1.72–10.00/hr   | \~$3.94 | 70B quantized, Nemotron 3 Super, fastest |
| A100 80GB   | 80GB | \~$20/hr         | \~$20   | 70B FP16, large training                 |
| H100 80GB   | 80GB | $5–10/hr         | \~$6–8  | 400B+ models, production                 |

*Spot orders 20–40% cheaper than on-demand. RTX 5090 fleet now 218+ cards. RTX 5070 Ti emerged as strong mid-range option (73 servers).*

## 🚀 Quick Start

New to Clore.ai? → [**Quickstart Guide**](https://docs.clore.ai/guides/quickstart)

Already know what you need?

| I want to...                  | Start here                                                                                                                                                                                                               |
| ----------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| Chat with AI locally          | [Ollama Guide](https://docs.clore.ai/guides/language-models/ollama)                                                                                                                                                      |
| Generate images               | [FLUX.2 Klein](https://docs.clore.ai/guides/image-generation/flux2-klein) or [ComfyUI](https://docs.clore.ai/guides/image-generation/comfyui)                                                                            |
| Generate videos               | [FramePack](https://docs.clore.ai/guides/video-generation/framepack) (6GB!) or [Wan2.1](https://docs.clore.ai/guides/video-generation/wan-video)                                                                         |
| Clone a voice                 | [Voxtral TTS](https://docs.clore.ai/guides/audio-and-voice/voxtral-tts), [Qwen3-TTS](https://docs.clore.ai/guides/audio-and-voice/qwen3-tts), or [Zonos](https://docs.clore.ai/guides/audio-and-voice/zonos-tts)         |
| Transcribe audio              | [WhisperX](https://docs.clore.ai/guides/audio-and-voice/whisperx)                                                                                                                                                        |
| Fine-tune a model             | [Unsloth](https://docs.clore.ai/guides/training/unsloth-finetune) (2x faster, 70% less VRAM)                                                                                                                             |
| Generate music                | [ACE-Step](https://docs.clore.ai/guides/music-generation/ace-step) (< 4GB VRAM!)                                                                                                                                         |
| Self-host Copilot             | [TabbyML](https://docs.clore.ai/guides/ai-coding-tools/tabby) ($4.50/month)                                                                                                                                              |
| Run an AI agent platform      | [Dify](https://docs.clore.ai/guides/ai-platforms-and-agents/dify), [CrewAI](https://docs.clore.ai/guides/ai-platforms-and-agents/crewai), or [OpenHands](https://docs.clore.ai/guides/ai-platforms-and-agents/openhands) |
| Self-host ChatGPT alternative | [LibreChat](https://docs.clore.ai/guides/ai-platforms-and-agents/librechat) or [LobeChat](https://docs.clore.ai/guides/ai-platforms-and-agents/lobechat)                                                                 |
| Run AI assistant 24/7         | [OpenClaw on Clore](https://docs.clore.ai/guides/other-workloads/openclaw-on-clore)                                                                                                                                      |
| Pick the right GPU            | [GPU Comparison](https://docs.clore.ai/guides/getting-started/gpu-comparison)                                                                                                                                            |

## 📖 Documentation & Support

* **Main Docs**: [docs.clore.ai](https://docs.clore.ai/)
* **These Guides**: [docs.clore.ai/guides](https://docs.clore.ai/guides/)
* **Marketplace**: [clore.ai/marketplace](https://clore.ai/marketplace)
* **Support**: [clore.ai/support](https://clore.ai/support) / <support@clore.ai>
* **Discord**: [discord.com/invite/clore-ai](https://discord.com/invite/clore-ai)
* **Telegram**: [@clorechat](https://t.me/clorechat)
