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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 ā€œthinking environment.ā€ 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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Jupyter, ChatGPT, Copilot (Part 2): The Technical Guide to Jupyter Setup

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

This is Part 2 of a three-part series. In Part 1: The Strategic Value of Thinking in Notebooks, we discussed why and when to use Jupyter. Here, we dive into the technical implementation. Part 3: Real-World Code Examples covers practical use cases. The Modern Jupyter Stack For a software engineer, the ā€œstandardā€ way of installing Jupyter (global pip install) is often the wrong way. It leads to dependency hell and ā€œit works on my machineā€ syndrome. ...

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Jupyter, ChatGPT, Copilot (Part 1): The Strategic Value of Thinking in Notebooks

  • Post author: Omid Farhang
  • Post published: December 23, 2025
  • Reading Time: 5 min

This is Part 1 of a three-part series on modern development workflows. In this part, we explore the conceptual and strategic role of Project Jupyter. Part 2: The Technical Guide to Jupyter Setup covers installation and environment management, and Part 3: Real-World Code Examples shows it in action. If you come from a traditional software engineering background (frontend, backend, systems), chances are you’ve seen Project Jupyter everywhere — notebooks, extensions, cloud platforms — and thought: ...

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