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

Author: Omid Farhang 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. ...

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

Jupyter, ChatGPT, Copilot (Part 2): The Technical Guide to Jupyter Setup

Author: Omid Farhang 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 “standard” way of installing Jupyter (global pip install) is often the wrong way. It leads to dependency hell and “it works on my machine” syndrome. ...

Continue Reading Jupyter, ChatGPT, Copilot (Part 2): The Technical Guide to Jupyter Setup