The Notebook That Worked—Until It Didn’t PIP vs CONDA for data science wasn’t a debate I planned to have.It started with a Jupyter notebook that ran perfectly on my laptop.The plots rendered.The model trained.The metrics looked reasonable.Then I sent the…
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AWS Cognito to Azure AD B2C migration became inevitable for us when enterprise security requirements started blocking real business deals. I need to have a conversation with myself about the day we lost a major enterprise contract because of a…
When Installs Became the Loudest Part of My Workflow Why uv is faster than pip only became obvious to me when installs stopped being background noise.Not because they failed.Not because they threw errors.But because they interrupted me.I’d write a few…
The Day I Finally Asked Which Is the Fastest Python Package Manager Fastest python package manager wasn’t a phrase I ever thought I’d care about.For years, I treated package installation as background noise. Something that ran while I checked Slack…
The Upgrade I Didn’t Want to Do Managing Python 3.13 environments with uv wasn’t on my roadmap.When Python 3.13 landed, my first instinct was familiar: “I’ll deal with it later.” Not because I dislike new Python versions —but because every…