Donnat AI Labs
AI & ML interests
Foundation Models Image Generation Diffusion Models Latent Diffusion Diffusion Transformers (DiT) Generative AI Multimodal AI Computer Vision Machine Learning Deep Learning PyTorch CUDA ROCm Metal DirectML GPU Computing Inference Optimization Model Quantization LoRA DreamBooth ControlNet Image Editing Image Restoration Image-to-Image Text-to-Image Super Resolution AI Agents Model Context Protocol (MCP) Workflow Automation Node-Based AI Visual Programming AI Infrastructure Model Serving Distributed Training Accelerate DeepSpeed Torch Compile FlashAttention VAE CLIP Transformers LLMs Vision-Language Models Open Source AI Developer Tools AI SDK REST API GraphQL WebSocket Desktop AI Applications Web AI Applications Flutter C++ Python FastAPI Gradio MLOps Model Registry Observability Enterprise AI AI Operating Systems Benchmarking Dataset Engineering Model Training Model Fine-Tuning Inference Engine Cloud AI Kubernetes Docker
Recent Activity
Donnat AI Labs
Building the next generation of open-source AI Foundation Models, developer tools, and enterprise AI infrastructure.
🚀 About
Donnat AI Labs is an open-source AI organization focused on building production-grade artificial intelligence technologies.
Our mission is to create a complete AI ecosystem covering research, model training, inference, developer experience, cloud infrastructure, desktop software, and enterprise deployment.
🌟 Projects
- 🖼️ Donnat Image
- 🤖 Donnat Agents
- ⚡ Donnat Runtime
- 🧠 Donnat MCP
- 🔗 Donnat Workflows
- 💻 Donnat Desktop
- 🌐 Donnat Web
- 📦 Donnat SDK
- ☁️ Donnat Cloud
- 📊 Donnat Benchmarks
🔬 Core Technologies
- Foundation Models
- Diffusion Models
- Diffusion Transformers (DiT)
- Computer Vision
- Vision-Language Models
- AI Agents
- Model Context Protocol (MCP)
- Workflow Automation
- PyTorch
- CUDA
- C++
- Python
- Flutter
- React
- Next.js
- FastAPI
- Docker
- Kubernetes
🛠 Ecosystem
- Model Training
- Fine-Tuning
- Inference Engine
- Dataset Platform
- Model Registry
- Model Hub
- Workflow Editor
- Plugin System
- Extension Marketplace
- Desktop Applications
- Web Applications
- Cloud Infrastructure
- Enterprise AI Platform
📈 Current Status
| Component | Status |
|---|---|
| Donnat Image | 🚧 In Development |
| Runtime | 🚧 In Development |
| Desktop | 🚧 In Development |
| Web | 🚧 In Development |
| SDK | 🚧 In Development |
| MCP | 🚧 In Development |
| Cloud | 🚧 Planned |
🎯 Vision
Our goal is to build a complete open-source AI platform that enables developers, researchers, creators, and enterprises to train, deploy, and scale foundation models with a unified experience.
❤️ Open Source
Donnat AI Labs is built as an open-source community project. Contributions, ideas, bug reports, and discussions are always welcome.
Stay tuned — the first public release is coming soon.