Not long ago I was stuck trying to figure out how people actually get into AI. I read the threads, started the courses, and lost months on advice that sounded right and went nowhere. What finally worked was building systems that hold up with real data and real users. That's what I do now, agentic AI for supply chain operations, with an MS in Computer Science from Illinois Tech, 4 published papers and a patent behind me. Since then I've worked with people at very different starting points. Students who have never trained a model, engineers moving over from other verticals in software, and senior professionals who need to build with agents inside their own teams. Your background matters less than the question you're stuck on, and it's usually one of these: 1. What to actually learn next 2. What to build so your profile stands out 3. Why your applications get no replies 4. How to talk about LLMs and agents without getting caught out No generic roadmaps here. Bring your resume, your project, or the thing you're trying to build at work, and we'll go through it properly. You'll leave with a plan for the next 2 to 4 weeks, and you'll know why each step is on it. Not sure yet? Take the free call first and I'll tell you straight whether this is worth your time.