Need: teaching & research workspace

Shared infrastructure for courses and labs

One platform pattern for how people work: projects, browser access, and data next to the apps. Each project can include the apps it needs for AI and simulation work.

Shared process Same infrastructure pattern for class and lab
Apps per project Each project can run the tools it needs
Work from anywhere Campus, home, or travel in the browser
Students join the course project and use its apps in the browser

For courses and teaching

Organize a semester as a project (or a few). Students join as collaborators on the shared infrastructure and process, without local installs or “it works on my machine.”

  • Shared class environment: Everyone works through the same platform process; the course project defines which apps are available
  • Sections and groups: Keep homework sets, lab sections, or teams cleanly separated by project
  • Less support load: Fewer Python, driver, and laptop tickets for TAs and instructors
  • Off-campus access: Reach the same project from home or travel as on campus

For labs and research groups

Research groups need shared data, collaborators, and AI or simulation work that outlasts a laptop session.

  • Project as the unit of work: People, apps, and storage hang off the project
  • Home + project + buckets: Personal space, shared project storage, multi-cloud object storage when needed
  • Multi-project groups: Several initiatives across campus, home, and collaborators without re-imaging machines
  • AI and simulations: Choose the apps each project needs for notebooks, desktops, and longer-running research work
Start a project, invite collaborators, keep work organized
Work continues in the environment when you step away

Secure agentic work for campus and labs

Run agents and long-running research jobs in the project environment, not only on a laptop that sleeps or leaves the network. Supervise from a browser when you return.

  • Secure project environment: Agents run under project access, next to the data they need
  • Keep working when you leave: Long jobs continue after devices sleep or disconnect
  • Access from anywhere: Check status and continue from campus, home, or travel
  • Fits teaching and research: Student projects, lab pipelines, and AI experiments that need a secure environment beyond a personal laptop

Software for teaching and research

Licensing is simple to state, and easy to misread if we bury it in the hero.

Who it fits

Get started for teaching or research

Request access for your course, lab, or research group. We will follow up on deploy target, storage needs, and next steps for the teaching and research beta.

Currently in beta

We typically reply to credible requests within a couple of business days. Please use a work or institutional email.

Technical details Stories & scale capability