Student outcomes

Deployed in production

Field feedback and repository logs from undergraduate developers running sandbox pipelines on campus.

94%

shipped to main

1.2s

avg query latency

450+

active repos

Cohort logs

Direct student reviews

The prompt engineering pipelines translated directly to our university capstone project without any extra refactoring.

Alex K., Computer Science Junior

No academic fluff or theoretical filler. We set up the local runtime environment and pushed our first model within two hours.

Sarah M., Systems Engineering Senior

Having reproducible workstation setups made configuring local compute clusters straightforward and completely painless.

Marcus T., Independent Developer

Core takeaway

We don't teach theory in a vacuum; every prompt and script you write runs on real datasets today.

Lead Curriculum Engineer

Start your workstation setup

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