Staging environment
"Dr. Greg" Loughnane, Ph.D.
Katerina “KatGPT” Gawthorpe, Ph.D.
Free Lesson

The AI Engineer Challenge: Build an End-to-End LLM App

Part of Building Production AI Systems

45 min
Oct 15, 2025 3:00 PM

What you'll learn

Zero to one with a best-practice E2E prototyping stack

From version control basics to an hitting an LLM API, vibe coding a front end, and deploying to a public URL!

The fastest way to onramp into building and shipping apps

Learn every steps you need to quickly spin up simple prototypes with open-source tools and without no-code solutions.

Learn to get started with end-to-end prototyping

We will simply wrap an LLM with a front end and a back end, using a real AI Engineering development environment.

Why this topic matters

​Aspiring AI Engineers and leaders who want to get started with end-to-end prototyping need to look no further! This stack will be the basic stack you need to build a simple LLM wrapper, but also to build RAG, agent, and multi-agent applications. We'll vibe code, we'll use AI-assist, and we'll align with industry-standard AI Engineer best-practices.

You'll learn from

"Dr. Greg" Loughnane, Ph.D.

"Dr. Greg" Loughnane, Ph.D.

Co-Founder & CEO @ AI Makerspace

Katerina “KatGPT” Gawthorpe, Ph.D.

Katerina “KatGPT” Gawthorpe, Ph.D.

Co-Founder @ eve.ai | Econometrics @ Fannie Mae | Instructor @ AI Makerspace

Previously at

FourthBrain
University of Dayton
Fannie Mae
See all products from AI Makerspace
Get free access