This cookbook respository is a collection of guides and examples for working with open models using Nebius AI Studio. Use these recipes to build and deploy intelligent applications faster.
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- New model guides: GPT-OSS, Qwen3-2507, GLM4.5
- Community contributions: open bench evaluation guide
- Distillation guide
- Fun benchmark "pelican riding a bicycle"
See apps powered by Nebius AI - WhatLLM, Streetfighter and more
- Prerequisites:
- You’ll need a Nebius AI Studio account and API key. Sign up for free here.
- Python runtime (local, Google Colab etc.)
- Follow the setup guide
- Follow project-specific instructions**
🎁 Models
Checkout latest model guides and sample code.
Featuring: Qwen3-2507 and GPT-OSS
📘 APIs
Access AI Studio using various APIs.
Open AI comptible API • LiteLLM • ai-suite • llama-index
Have some fun with models.
- Try "Pelican Riding a bicycle" benchmark
- creating cool images using LORA.
🔍 RAG
| Example | Description | Tech Stack |
|---|---|---|
| PDF RAG | Simple PDF RAG application | LLamaindex + Nebius AI |
| Chat with Documents | UI Web app to chat interactively with PDF documents | LLamaindex + Nebius AI + Streamlit |
| Internal Content Generation Platform | A platform for creating social posts, articles, and demo apps with a RAG pipeline. | Qdrant + Nebius AI + Qwen3-Embedding |
| End-to-end RAG pipeline for PDF documents | Process and query PDF documents using vector database and open source embeddings + models | Llama-index + Milvus db + Nebius AI + Qwen3-Embedding + GPT-OSS |
🎠 Agents
We have numerous agent examples: from starter agents to intermediate agents and advanced agents.
Featured AI Agent frameworks:
CrewAI
• 
Agno
• 
Google ADK
• 
Llama-index
• 
Pydantic
• 
AWS Strands
| Example | Description | Tech Stack |
|---|---|---|
| simple function calling example 1 | Demonstrates how to call functions | Nebius AI |
| Name | Descripton | Tech Stack |
|---|---|---|
| Distillation 1 | Example of a distilled model to do grammer check | Nebius AI |
We welcome your contributions! Open issues, submit pull requests, share your experience.
🧑🏻🤝🧑🏼 View community contributions
This project is licensed under the MIT License. See the LICENSE file for details.
Thanks to all of our amazing contributors!
© Nebius BV, 2025