the half-stack girl

// class Engineer: builds = True

The AI Engineering Roadmap

10 steps from writing your first script to shipping production AI systems. This roadmap is free, public, and designed to be useful before you ever subscribe to anything.

10 sections fundamentals to production security included

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How this roadmap works

The roadmap is the main learning hub for Beyond Systems. Each section has a place for a future guide, related concepts, an optional quiz slot, and a practical next step.

When a guide is published, the section will link to the article, then to a quiz, then to a GitHub challenge or build project. Until then, the roadmap still stays readable and useful on its own.

Currently, it is a work in progress... so bear with us, thanks!

AI Engineering Roadmap

01/10AI Engineering Fundamentals

Learn the Fundamentals

Before AI, master programming.

What to learn

Every great AI engineer starts here.

02/10Model Interfaces

Learn LLM APIs

Build with models before training them.

What to learn

03/10LLM Improvement

Understand How LLMs Get Smarter

APIs are only the beginning.

What to learn

This is where real AI applications begin.

04/10Retrieval

Master Retrieval

LLMs are only as good as the context you give them.

What to learn

05/10RAG Systems

Build RAG Systems

Combine retrieval with generation.

What to learn

06/10AI Agents

Learn AI Agents

Move from answering to taking action.

What to learn

07/10Production Infrastructure

Production Infrastructure

Anyone can build a demo.

What to learn

Learn how to ship production systems.

08/10Evaluation and Observability

Evaluation and Observability

If you can't measure it, you can't improve it.

What to learn

09/10AI Security

AI Security

Protect your applications.

What to learn

10/10Advanced AI

Advanced AI

Go beyond the basics.

What to learn