#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 AboutLearning Python for practical AI projectsUnderstanding how AI models produce resultsBuilding a focused application with an LLM APICreating a RAG system with private documentsBuilding an agentic workflow with LangGraphTesting projects and preparing a credible portfolioUsing Fable 5 or ChatGPT 5.6 during each phaseKeywords: AI Engineer Roadmap, AI Engineering, Python For AI, LLM Application, LLM API, AI Tools. Links:Newsletter: Sign up for our FREE daily newsletter.Our Community: Get 3-level AI tutorials across industries.Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value)Our Socials:Facebook Group: Join 295K+ AI buildersX (Twitter): Follow us for daily AI dropsYouTube: Watch AI walkthroughs & tutorials