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. ...

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Talking to your computer (with HTML5!)

Author: Omid Farhang Published: March 23, 2011 Reading Time: 1 min

Google Chrome Blog: Today, we’re updating the Chrome beta channel with a couple of new capabilities, especially for web developers. Fresh from the work that we’ve been doing with the HTML Speech Incubator Group, we’ve added support for theHTML5 speech input API. With this API, developers can give web apps the ability to transcribe your voice to text. When a web page uses this feature, you simply click on an icon and then speak into your computer’s microphone. The recorded audio is sent to speech servers for transcription, after which the text is typed out for you. Try it out yourself in this little demo. Today’s beta release also offers a sneak peek of GPU-accelerated 3D CSS, which allows developers to apply slick 3D effects to web page content using CSS. ...

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Introducing the Google APIs Explorer

Author: Omid Farhang Published: March 8, 2011 Reading Time: 2 min

Google is always looking for new ways to make it easier for developers to get started with our APIs. When you come across a new Google API, you often want to try it out without investing too much time. With that in mind, we are happy to announce the Google APIs Explorer, an interactive tool that lets you easily try out Google APIs right from your browser. Today, the Explorer supports over a half dozen APIs – and we expect that number to grow rapidly over the coming weeks and months. ...

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