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AI speeds you up — it does not replace deliberate practice

When Copilot helps, when it hurts beginners, and why the trainer is not an IDE.

Keyboard with cyan glow — typing code by hand
Contents

AI fills empty space on the screen well. It fills empty skill more poorly. If a model writes every lesson file for you, you train prompting — useful, but different.

When AI helps

  • Draft a test you will edit yourself.
  • Explain a traceback you already reproduced.
  • Port a pattern you already understand.

When it hurts beginners

If you do not yet feel Python indentation or cuda → mps → cpu, autocomplete hides gaps. You accept something that “looks right” and skip the stumble that would have taught you.

The trainer is not an IDE

The typing trainer does not run your code or suggest the next line. It checks whether your keystrokes match a reference from the article. Dependencies and tests stay local when the material needs them.

Next: reading code posts with the trainer and the landing page.

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