Your lab, one click, on our GPUs

Every CapabilityNext course runs in a browser workspace we host on GPU infrastructure we own. No installs, no drivers, no cloud console — and it works from a phone, a tablet or a ten-year-old laptop.

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capabilitynext · week 3 · retrieval-augmented generation

Press “Launch lab” to see what happens behind the scenes.

A simulation of the launch flow, not a live workspace.

What's in the workspace

Everything wired up before you arrive

Open the module, and the environment is already there — nothing to configure, the same setup for every student. Tap a feature to see where it lives.

One-Click Deployment

From “open the module” to “GPU ready” in seconds

Open your module

Pick this week's lesson. No downloads, no accounts to wire up.

Week 3 · Retrieval-augmented generation ▶ Launch lab

Click “Launch lab”

We provision a workspace on our GPUs with datasets and libraries pinned.

Provisioning workspace… Attaching GPU · loading datasets ready in ~15s

Start building

A notebook opens with everything imported. Same setup for every student, every device.

$ nvidia-smi GPU 0 · 40GB · available >>> from capabilitynext import lab ✓

Illustrative — a real walkthrough video will replace this.

Why we own the infrastructure

Not reselling a cloud — running our own

No per-student cloud accounts

You never touch a billing page or a console with forty options.

Predictable cost

Your fee covers the compute; there's no metered bill that surprises you mid-course.

Tuned for teaching

The environment is built for the curriculum, not a generic VM you have to tame.

Your data stays with us

Coursework and datasets live on our platform, not scattered across personal cloud tenants.

Same for everyone

One environment spec means a mentor can actually help — no “works on my machine”.

Common questions

About the platform

What GPU do I get?

A shared high-memory accelerator suitable for the training and fine-tuning the courses require.

Does my work persist between sessions?

Yes — your files and notebooks are saved to your workspace and are there when you come back, on any device.

Can I use the lab after the course ends?

Self-paced enrolments keep access for the stated period. Live-cohort access runs through the programme plus a wind-down window.

My internet isn't fast. Will it work?

The heavy compute runs on our servers, so you're only sending keystrokes and receiving text — it holds up on modest connections. A stable connection matters more than a fast one.

Can I export my projects?

Yes. You can download your code and artifacts to keep in your own portfolio and repositories.