Fastest Path to AI Job-Ready
No Fluff. No Detours.

For developers with solid Python skills, 8-12 weeks of focused effort is realistic. For those starting from scratch, 4-6 months with daily practice. The key variable isn't time—it's focus. Most people spend 6+ months because they're learning scattered topics without a clear target role. With a precise roadmap hitting only what matters, you compress the timeline dramatically. In 2026, the path is clearer than ever.

Skip: deep theoretical ML math (unless targeting research), building models from scratch (use existing APIs/frameworks), every new tool that drops (master fundamentals first), perfecting one project forever (ship multiple smaller ones). Focus on: prompt engineering and LLM integration, RAG systems and vector databases, one agent framework deeply, production-quality code and deployment basics. This is the 80/20 of AI engineering in 2026.

Coaching compresses your timeline in three ways: 1) Immediate feedback prevents you from going down rabbit holes for weeks before realizing it's not relevant, 2) A clear weekly roadmap eliminates decision fatigue about what to learn next, 3) Portfolio review from someone who's hired AI engineers ensures you're building proof that actually impresses. Most self-learners waste 30-50% of their time on low-value activities. Coaching eliminates that waste.

Not necessarily. While some programming experience is helpful, many of my clients have successfully transitioned from web development, data science, or other technical backgrounds. We'll assess your current skills during our strategy call and create a personalized plan that meets you where you are.

Most clients invest 10-15 hours per week, but this can be flexible based on your schedule. We'll have weekly 1:1 calls plus time for you to work on projects and learning. The key is consistency. Regular, focused effort beats occasional marathons.

You become a member of the AI Native Engineer community, and you stay and keep going. Career transitions take different amounts of time for everyone, and I'm not going to abandon you if things take longer. You get ongoing support through good times and bad.

Online courses give you content. 1:1 coaching gives you a personalized roadmap, direct feedback on your work, career strategy, interview prep, and accountability. You get answers to your specific questions and guidance tailored to your unique situation instead of generic advice meant for everyone.

Investment details are discussed during the 30-minute strategy call, where we'll assess your goals and create a custom plan. The program is designed to pay for itself quickly through your increased salary. Most AI engineers see a 20-50% pay increase.

Absolutely. Most of my clients work full-time and make steady progress. We'll schedule calls at times that work for you and create a realistic plan that fits your schedule. Consistency matters more than intensity.