Jupyter Integration Arrives in Vantage

Today we've made Jupyter production-ready in one click. Notebooks serve as a standard development environment for data scientists, computational researchers, machine learning developers, and simulation engineers. Vantage provides production-ready deployment of the complete Jupyter ecosystem, including the classic notebook interface, JupyterLab, and JupyterHub for team management.

Infrastructure Agnostic

Vantage delivers on-demand notebooks for any cloud or on-prem cluster. One click provisions your container, mounts your data, and lands you in a live notebook.

Elastic GPU Clusters

Need to fine-tune a foundation model or run multi-node simulations? Vantage's one-click GPU clusters handle the heavy lifting. Spin up a cluster, run a workload, and scale back down to zero when complete. Only pay for what you use.

AI Coding Assistant

• Built into every notebook: over 15 model providers
• Smart autocomplete for Python, Julia, and Bash
• Plain-English error explanations that decode cryptic stack traces instantly
• Intelligent refactoring identifies code patterns and suggests structural improvements
• Natural language to code that turns ideas into executable blocks

Vibe with the latest from: Anthropic, Hugging Face, MistralAI, Ollama, OpenAI, and more.

From Interactive to HPC

Run batch jobs straight from your notebook. No portal switching, no context loss. Interactive development meets HPC in one seamless interface.

Enterprise Security

• OAuth2 SSO integration with your organization's identity provider
• IdP-to-LDAP bridge that maps identity groups to system users for bulletproof multi-tenant isolation
• Role Based Access Control (RBAC) for fine-grained access management

Hybrid Compute, Unified Experience

Running on-prem but need to burst to the cloud for crucial jobs? The hybrid scheduler bridges environments while keeping your notebook as the single control plane. Switch compute contexts without leaving your development environment.

Your Notebook, Your Compute, Zero Distance

This isn't just another hosted notebook service. Your Jupyter environment runs directly on the same infrastructure as your data and compute resources—whether that's your on-prem GPU cluster, your cloud instances, or a hybrid setup.

Why This Changes Everything

Traditional notebook workflows create an artificial gap: develop locally, debug remotely, hope for the best when scaling. Vantage eliminates this entire category of problems:

• No data movement delays — Work with terabyte datasets as naturally as small files
• True environment parity — What works in development works in production, guaranteed
• Instant scale transitions — Go from interactive exploration to full cluster jobs with zero friction
• Direct hardware access — Profile GPU utilization, monitor memory, tune performance in real time
• Native file system integration — Access shared storage, scratch space, and data lakes without mounting headaches