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

Page: https://stenobird.com/podcast/ai-fire-daily-7354020/538-neil-ai-engineer-roadmap-for-building-real-ai-systems-fast
Text version: https://stenobird.com/podcast/ai-fire-daily-7354020/538-neil-ai-engineer-roadmap-for-building-real-ai-systems-fast.md
Podcast: [AI Fire Daily](https://stenobird.com/podcast/ai-fire-daily-7354020)
Published: 2026-07-16T11:45:24+00:00
Episode link: https://rss.com/podcasts/ai-fire-daily/2995769
Audio file: https://content.rss.com/episodes/331987/2995769/ai-fire-daily/2026_07_16_11_47_06_6bb7ba39-24d7-40d6-8f36-9e23bcfa17f9.mp3
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JSON: https://stenobird.com/v1/public/podcasts/ai-fire-daily-7354020/episodes/538-neil-ai-engineer-roadmap-for-building-real-ai-systems-fast
Duration seconds: 875

## Resource

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. 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 builders X (Twitter): Follow us for daily AI drops YouTube: Watch AI walkthroughs & tutorials

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## Transcript

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