AI Assistant for Jupyter Notebooks
An AI-native IDE that uses a 'flow' agent for seamless, proactive coding assistance.
Jupyter AI vs Windsurf (Codeium): Which Is Better in 2026?
I've spent the last month putting both tools through their paces, and I'll be honest—this comparison isn't as straightforward as I expected. These two products target fundamentally different workflows, and picking a winner depends entirely on what you're actually trying to build.
Let me walk you through what I found, including the ugly parts that neither company puts in their marketing materials.
**J
# Getting Started with Windsurf: The AI-Native IDE I remember the first time I opened Windsurf—it felt like stepping into the future of coding. After years of switching between VS Code, JetBrains, an
# Getting Started with Jupyter AI: A Practical Guide I've been working with Jupyter notebooks for years, but the moment I hit a wall was when I needed to write a complex data cleaning script—and I re
# I Spent a Week Debugging Pandas Queries Until Jupyter AI Fixed My Workflow in 10 Minutes Here's the scenario that finally broke me: I was trying to join three DataFrames with inconsistent column na