Query regarding Pair Programming with a Large Language Model course

I haven’t quite grasped why one would need to invoke the API of the Palm / Gemini LLM to write prompts / have the model correct prompts / have the model outline its steps. Could I not do all of these equally effectively via the Google Gemini browser with clear and detailed prompts? What am I missing?

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