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AI Engineer Portfolio Sprint

A guided sprint to build, ship, and defend one production-grade AI project — with feedback, not just videos.

Cohort dates TBA

A cohort-based sprint that takes you from an empty repo to a deployed, interview-ready AI project. You build alongside other engineers, get your architecture and code reviewed, and rehearse the interview story that turns the project into an offer.

  • One deployed, production-shaped AI project on your GitHub.
  • An architecture diagram and README you can defend line by line.
  • A rehearsed interview narrative: the problem, the trade-offs, the results.

Early interest

Cohort dates and pricing are being finalized. Join the waitlist to help shape the format and be first to hear when enrollment opens.

No spam. Unsubscribe anytime.

01How the sprint works

Build a real project

Pick a track — RAG assistant, tool-using agent, or eval harness — and ship it end to end, from ingestion to deploy.

Get your work reviewed

Architecture and code review on your actual repo, so you fix the things interviewers actually probe.

Rehearse the interview

Turn the build into a system-design story and mock the questions you'll be asked about it.

02The support you get

Office hours

Live sessions to unblock your build and answer your architecture questions.

Portfolio reviews

Direct feedback on your repo, README, and diagram before you put it in front of employers.

A focused cohort

A small group of engineers building at the same time — momentum and accountability, without a noisy forum.

03Who it's for
  • You've read the roadmap and want accountability to actually ship a project.
  • You learn best with feedback on your real work, not just watching tutorials.
  • You're targeting AI engineering roles and need one defensible flagship project.

Sprint questions

Is this a course or a cohort?

It's a guided, cohort-based sprint. You build a real project on a schedule alongside other engineers and get feedback on your actual work — closer to a bootcamp than a video course.

Do I need to have finished the roadmap first?

No, but it helps. The sprint assumes you can write code and want to ship one production-grade AI project. The free roadmap and learning paths are the ideal warm-up.

When does it run and what does it cost?

Cohort dates and pricing are being finalized. Join the waitlist to help shape the format and to be first to hear when enrollment opens.

Reader outcomes

Building in the open

No testimonials yet — and we won't invent them. This is a new platform, so instead of borrowed quotes you get the real work: the roadmap, the projects, and the interview prep, all free to read.

Be one of the first. Build a project from the roadmap, ship it, and share your result — genuine reader stories will live here as they come in.

Production AI Notes

One practical AI engineering email each week

One concept, one architecture, one project idea, and one interview question — written for developers who want to build and ship real AI systems.

No spam. Unsubscribe anytime.