Certification prep can feel like a maze. There are endless courses, playlists, blogs, and PDFs — and choosing where to start often takes longer than the studying itself. If you’re willing to bring AI/LLMs into your workflow, you can skip a lot of that friction. AI can help you build a study plan, generate exam‑style questions, and even simulate full practice tests.

Here’s how I’ve been using AI as a study partner in a way that fits naturally into a developer workflow.

1. Build a Study Plan with AI

If you’re staring at a blank page wondering how to begin, give the AI a snapshot of your background and constraints. The more specific the input, the more useful the output.

Example scenario:

You’re a Java developer with five years of experience, familiar with Spring Boot and Hibernate. You want to learn Python 3.12 in eight weeks with only five hours per week.

Example prompt:

I'm a Java developer with five years of experience, familiar with Spring Boot and Hibernate.…