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Jupyter, ChatGPT, Copilot (Part 3): Real-World Code Examples

  • Post author: Omid Farhang
  • Post published: December 23, 2025
  • Reading Time: 4 min

This is Part 3 of a series on modern development workflows. Part 1: The Strategic Value of Thinking in Notebooks and Part 2: The Technical Guide to Jupyter Setup set the stage. Now, let’s look at actual code. In the previous parts, we discussed why Jupyter is a “thinking environment.” In this final part, we’ll walk through four concrete scenarios where a notebook outperforms a traditional IDE for a senior engineer. 1. API Archaeology: Mapping the Unknown When you’re dealing with a complex API, you don’t want to build a full client just to see what the data looks like. ...

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