How Networking Can Supercharge Your Tech Career Most people cringe at the word “networking.” It conjures images of awkward cocktail parties where everyone is scanning the room looking for someone more useful to talk to. I get it. For a long time I avoided it too. But here’s the thing: after my first two jobs, every single one of …
Optimize Python CLI Performance with Lazy Imports
You’ve built a beautiful CLI with Typer. It’s got great commands, helpful documentation, and does exactly what you need. There’s just one problem: running cli –help takes 3 seconds. Tab completion feels sluggish. The culprit? Eager imports loading heavy dependencies before they’re needed. Let’s fix that. The Problem: Death by a Thousand Imports Here’s a common pattern I see in CLI applications: …
Just in Case vs Just in Time Learning in Tech
If you work in tech, and especially if you work anywhere near AI, it’s easy to feel like you’re constantly behind: new frameworks, new models, new tools, new papers each week. The natural response is Just in Case (JIC) learning: reading the book, watching the videos, or following the tutorial so that, just in case, you’re ready when you need …
Research vs Product Software: Key Differences Explored
When I talk to engineers about the differences between building research software and commercial products, I often get a knowing nod. But when I press them on specifics, the conversation gets murky. “research software is messier,” they’ll say. Or “product software has to scale.” These are true, but they miss the deeper structural differences that shape how we build, maintain, …
Make your Pull Requests Easier to Review
A well-crafted PR is easier to review and will get approved faster.




