5 focused phases. Each phase ends with a real project you can put in your portfolio. You’ll use Fable 5 or GPT 5.6 as your personal tutor, code reviewer, and project mentor.. Ai Tools, 🔥 Ai Fire Academy, Ai Automations.
TL;DR
An AI Engineer Roadmap should move from Python basics to a working agentic system through focused projects. This guide covers five phases and shows how Fable 5 or ChatGPT 5.6 can support learning, coding, testing, and review.
You’ll learn Python, model basics, LLM APIs, RAG, and agent workflows. Each phase ends with a practical project, so the roadmap builds skills in the same order they’re used in real AI applications.
The main goal is to create working evidence for a portfolio. Clear code, real tests, citations, approval steps, and documentation make the portfolio credible.
Key points
Important fact: Beginners may need 8–12 months, while existing coders may need 3–6 months.
Common mistake: Don’t skip testing and jump straight to large multi-agent systems.
Practical takeaway: Finish one small project before adding more complexity.
Table of Contents
Introduction
AI engineering is one of the fastest-growing roles in tech right now, with average salaries reaching around $206K.
But more developers are moving into this space, and basic prompting skills alone won’t make your portfolio stand out anymore.
Luckily, you don’t need years of computer science study to get started. What you do need is to learn the right skills in the right order, and use each one in a real project before moving on.
That’s exactly what this roadmap is designed to do.
Throughout this guide, you’ll be using Claude Fable 5 or ChatGPT 5.6 to learn concepts, review your code, find bugs, and finish each phase project.
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Claude Fable 5 is Anthropic’s most capable generally available model, built for demanding reasoning and long-horizon agentic work.
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ChatGPT 5.6 is OpenAI’s newest model family, Sol for the hardest work, Terra for everyday tasks, and Luna for fast, cost-sensitive use.
Either one works well as a tutor and coding mentor for this roadmap.
I. Phase 1: Learn Python
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