Thinking of becoming an AI engineer? In this video, I share 3 lessons I wish I had known when transitioning from software developer to AI engineer. These aren't generic tips — they come from 3 years of building real-world AI applications that ship. Here’s what we’ll cover: 1. **How to think like an ML engineer** – Why defining accuracy and building evaluation frameworks is essential. 2. **Why communication matters** – And how AI projects are closer to business problems than you think. 3. **How to actually learn the tech** – What to learn, when to learn it, and why building your own stuff is the fastest path. 🔧 Tools & frameworks I use: LangGraph, Piloting AI 📚 Resources mentioned: Hugging Face courses If you're serious about moving into AI, this is the roadmap I wish I had. 👉 Subscribe for more practical, no-fluff AI engineering content. #aiengineering #langgraph #aifordevelopers #genai #llm #ai