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Tools & Productivity
Choosing and using developer tools without losing your edge. From AI coding assistants to building a stack that stays manageable.


AI Coding Assistants in Practice
What AI coding assistants are actually good at, where they'll confidently mislead you, and how to use them without losing your ability to think through problems yourself.
ShiftQuality Contributor
Mar 37 min read


When DIY Tools Beat Purchased Solutions
Sometimes the best tool for the job is the one you build yourself. Here's when custom scripts and internal tools outperform anything you can buy — and when they don't.
ShiftQuality Contributor
Dec 19, 20255 min read


Building a Sustainable Tool Stack
More tools don't mean more productivity. At some point, the tools start working against you. Here's how to build a tool stack that stays manageable.
ShiftQuality Contributor
Oct 4, 20254 min read


Evaluating Open Source Before You Depend on It
Every dependency is a bet. Here's how to evaluate open source projects before you build on top of them — so you don't discover the library is abandoned after you've shipped.
ShiftQuality Contributor
Aug 16, 20255 min read


Evaluating New Tools Without the Hype
Every week there's a new tool that promises to change everything. Most of them won't. Here's a practical framework for evaluating new tools so you adopt what helps and skip what doesn't.
ShiftQuality Contributor
Jun 21, 20255 min read


Regex for Humans
Regular expressions look like someone mashed the keyboard. They're actually a concise language for describing text patterns — and once you learn the basics, they'll save you hours.
ShiftQuality Contributor
May 31, 20254 min read


Integrating Tools Without Disrupting Your Workflow
You found a tool that actually helps. Now you need to weave it into your existing work without breaking what already works. Here's how to adopt tools without the chaos.
ShiftQuality Contributor
May 27, 20255 min read
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