Library · Nebius Builders

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AGENTS.md Is Making Your Agent Worse

Common pitfalls in agent prompt engineering — what AGENTS.md gets wrong and what to do instead.

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Agent Testing: Browser and CLI

End-to-end testing strategies for browser and CLI agents. Practical patterns for keeping agents reliable.

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AI Day: Nemotron — Open and Accelerated (Bryan Catanzaro, NVIDIA)

AI Day by Nebius Academy. Bryan Catanzaro on NVIDIA's open-model approach with Nemotron and the future of accelerated AI infrastructure.

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AI DNA Amsterdam — Recap

Talks, discussions, and connections from the AI DNA event in Amsterdam. Highlight reel.

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Automated Documentation: Backend & Frontend

Practical patterns for keeping docs in sync with code, backend and frontend. Tooling + agent flows.

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Claude Code Subagents Tutorial

Parallel execution and custom agent patterns with Claude Code. Worked examples + best practices.

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Defining Cursor's Rules

Get consistent, predictable behavior from your AI pair programmer. How to author Cursor rules that hold.

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English = New Programming Language

The future of coding agents and natural-language software development. Where the agent paradigm is heading.

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How to Create Object Storage Buckets on Nebius

Quick walkthrough for creating Object Storage buckets on Nebius — fundamentals you'll use for every training and inference job.

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How to Deploy a Model with Nebius Serverless Endpoints

From container to live API. Walks through deploying a model as a serverless endpoint on Nebius.

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How to Fine-tune a Model with Nebius Serverless Jobs

End-to-end fine-tuning workflow using Nebius Serverless Jobs — from data prep to deployed checkpoint.

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How to Run Boltz-2 at Scale on Kubernetes

End-to-end tutorial on running Boltz-2 protein structure inference at scale on Nebius MK8s. Pairs with the boltz2-mk8s repo.

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Make the Most of Cursor as an AI-Powered Coding Environment

Free short video course featuring Cursor's co-founder + Nebius Academy experts. Learn agentic development end-to-end: context management, parallel agents, browser/CLI testing, custom rules, automated docs, and prompt patterns that hold up in production.

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Managed Soperator: Slurm on Kubernetes

Marouane Khoukh introduces Managed Soperator — Slurm on Kubernetes for scalable AI workloads on Nebius.

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ML Cookbook · DeepEP

DeepEP (DeepSpeed Expert Parallelism) on Nebius. Configs and example launches for MoE training at scale.

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ML Cookbook · Run:ai on Nebius

Run:ai-based GPU orchestration on Nebius. Setup, scheduler config, and multi-tenant patterns.

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ML Cookbook · SkyPilot on Nebius

Run multi-cloud ML workloads on Nebius using SkyPilot. Recipe with sample configs and run scripts.

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ML Cookbook · Slurm on Nebius

Slurm-based training on Nebius compute clusters. Job submission scripts, sbatch templates, and orchestration patterns.

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ML Cookbook · Volcano on Nebius MK8s

Volcano scheduler on Nebius Managed Kubernetes for batch ML workloads. Manifests + queue configurations.

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Nebius AI Cloud Onboarding Course

Free, self-paced course. Get from your first login to real cloud workflows in 30 minutes — navigate the console, launch storage and VMs, deploy and run an LLM, configure access for a dev environment.

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Nebius Science

Follow how AI and science co-evolve through the lens of the cloud powering it. Research, interviews, and case studies on AI's impact on scientific discovery.

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Recap & Next Steps with Nebius Cloud

Recap of what you've learned about Nebius Cloud and a roadmap for what to explore next.

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Running OpenClaw on Nebius

From zero to a live AI agent in 15 minutes. Walks through Token Factory, three deploy methods (npm / Docker / Nebius Serverless), and a hands-on agent build.

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Sharing Rules Between Agents

Keep coding agents consistent across teams and codebases. Patterns for shared rules and config.

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The Future of Software Development (Nebius x JetBrains)

Become an AI-powered engineer through self-paced training in AI-assisted programming. Industry experts and tutors from leading tech companies. Includes 3 months of any JetBrains IDE free.

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Welcome to Nebius Cloud

Orientation video for new Nebius Cloud users. Tour of the console and core concepts.

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Welcome to Nebius Token Factory

2-minute introduction to Nebius Token Factory — the next evolution of AI Studio with OpenAI-compatible API.

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Why AI Coders Like Cursor and Claude Code Fail Long-Term

Failure modes of AI coding agents and patterns that hold up in production. Honest critique + remediation.

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Workshop: Running OpenClaw on Nebius

Live webinar with Colin Lowenberg + Michal from Nebius demoing OpenClaw end-to-end: install locally with Token Factory, deploy to Nebius Serverless via Docker (with a CLI skill that automates it), configure sub-agents, and Q&A covering cost, model switching, GitHub deployment roadmap, and Tavily for web search.

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AI in Mathematical Research

Course materials for AI in Mathematical Research. Lean-based exercises and lectures on AI-assisted theorem proving and mathematical discovery.

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Boltz-2 Inference on Managed Kubernetes

Step-by-step manifests + commands to run Boltz-2 protein structure inference at scale on Nebius Managed Kubernetes. Pairs with the YouTube tutorial.

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Claude Code → OpenAI API Proxy

Proxy Claude Code requests through any OpenAI-compatible endpoint — point it at Nebius Token Factory and run Claude Code on open-source models.

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Codex CLI + Nebius

Wire OpenAI's Codex CLI to Nebius Token Factory. Use Codex's coding workflow with open-source models at lower cost.

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ConTree MCP Server

Run code in isolated cloud containers. ConTree gives AI agents secure sandboxed execution environments with full root access, network, and persistent images. MCP-compatible.

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ConTree Skill

Claude Code skill for using ConTree — sandboxed container execution with Git-like branching of agent state.

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LangChain + Nebius

Configure Nebius Token Factory as the inference provider in LangChain apps. Drop-in replacement for OpenAI client.

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LLM Engineering Essentials

Materials for the LLM Engineering Essentials course. Notebooks covering training, fine-tuning, evals, and deployment patterns.

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LLM Engineering Knowledge Base

Supporting reference materials for the LLM Engineering Essentials course. Lookup-style HTML pages organized by topic.

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LLMOps Essentials

LLMOps educational project — covers deployment, monitoring, and lifecycle management for LLM systems in production.

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Machine Learning Starter Pack

Open ML course — fundamentals through hands-on Jupyter notebooks. Good first stop for anyone newer to ML before going deeper.

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Nebius MCP Server

Model Context Protocol server for Nebius. Lets MCP-aware clients (Claude Code, OpenClaw) operate Nebius resources as native tools.

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Nebius Skill (Claude Code + OpenClaw)

Dual-compatible Claude Code + OpenClaw skill for managing Nebius AI Cloud infrastructure via CLI. Drop it in, get instant Nebius CLI mastery in your agent.

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OpenClaw + Nebius

OpenClaw provider plugin for Nebius, plus the deployment UI (claw.moi) and the Claude Code skill. The reference implementation if you want to wire OpenClaw to Nebius end-to-end.

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OpenClaw Nebius Token Factory Plugin

Token Factory provider plugin for OpenClaw — 44+ open-source models via a single endpoint. The TypeScript provider that powers the rest of the OpenClaw + Nebius stack.

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QLoRA Fine-tune Gemma 4 on Nebius

Validated recipe + Nebius infra skill + 9-node workshop fleet runbook. Built and run live at Sandbox VR SF (May 2026, ~30 attendees fine-tuned hands-on).

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Solutions · Anyscale on Nebius

Run Anyscale (managed Ray) on Nebius infrastructure. Terraform module for the integration plus reference workloads.

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Solutions · GPU Slicing

Multi-tenant GPU slicing setup for Nebius — partition a GPU across workloads with MIG / time-slicing. For shared dev environments.

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Solutions · Kubernetes Training Cluster

Terraform module for a Nebius Managed Kubernetes cluster optimized for distributed training. GPU node pools, NCCL networking, fast storage.

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Solutions · Soperator (Slurm on Kubernetes)

Reference Terraform setup for Soperator — Nebius's Slurm-on-Kubernetes operator. Deploy a Slurm cluster on managed K8s with one terraform apply.

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Solutions · VM Instance (Terraform)

Baseline Terraform module for a Nebius VM. Building block — fork it as the starting point for your own infra modules.

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TF Cookbook · Building Agents

Recipes for building agents on Nebius Token Factory. Tool-using LLMs, memory patterns, and orchestration examples.

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TF Cookbook · Distillation

Model distillation recipes — teach smaller, cheaper models from a larger teacher. Run on Nebius compute, serve via Token Factory.

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TF Cookbook · LoRA Fine-tuning

LoRA / QLoRA fine-tuning recipes for Token Factory models. Includes sample datasets, training scripts, and serving the adapter.

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TF Cookbook · Post-Training

Post-training techniques for open-source models on Nebius — RLHF, DPO, instruction tuning. End-to-end working examples.

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TF Cookbook · RAG Patterns

Retrieval-augmented generation recipes using Token Factory inference. Vector stores, chunking, hybrid retrieval, and evals.

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TF Cookbook · Tool Calling

Tool-calling patterns on Token Factory. Schema design, parallel calls, error handling, structured outputs.