#538 Neil: AI Engineer Roadmap For Building Real AI Systems Fast

Follow a practical AI Engineer Roadmap from Python basics to LLM apps, RAG systems, and agentic workflows. Each phase includes clear skills, real projects, testing steps, and portfolio advice so you can build work that employers and clients can understand. 🚀

We’ll Talk About

• Learning Python for practical AI projects
• Understanding how AI models produce results
• Building a focused application with an LLM API
• Creating a RAG system with private documents
• Building an agentic workflow with LangGraph
• Testing projects and preparing a credible portfolio
• Using Fable 5 or ChatGPT 5.6 during each phase

Keywords: AI Engineer Roadmap, AI Engineering, Python For AI, LLM Application, LLM API, AI Tools.

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