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27 Sept 20261 min read

Choosing Your Learning Tools

How I think about choosing courses, documentation, projects, videos, AI, and other tools without turning learning into endless tool hunting.

LearningToolsDeveloping

Context

Choose a learning tool because it solves the problem you have right now, not because everyone online is using it.

The internet gives me an almost unlimited number of ways to learn the same technology. A course, a documentation page, a video, an AI assistant, a book, a coding challenge, or a project can all be useful. The problem starts when choosing the tool becomes the work.

Start with the gap

Before choosing a resource, I need to know what I am missing. If I cannot understand a concept, documentation may help. If I understand it but cannot apply it, a project may help more. If I am stuck on one error, I need targeted help rather than another full course.

One tool does not have to do everything

I do not need one perfect platform. Different tools serve different purposes. The important thing is having a reason for using each one.

  • Use documentation when I need accurate reference material.
  • Use projects when I need practice making decisions.
  • Use challenges when I need focused repetition.
  • Use AI when I need help thinking through a problem.
  • Use tutorials when I need a structured introduction.

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