The VGA port refuses to die in 2026, and the reason has nothing to do with nostalgia

Decoupling from the Data POV: Stop-and-Start Boundaries, Independent Pointers, and Why Your Code (and AI) Need It

The Blind Spot in Modern Architecture Debates Ask five engineers what "decoupling" means, and you will get five abstract answers about SOLID principles, hexagonal layers, microservice boundaries, or…

• Decoupling data, not just code, leads to automatic logic decoupling
• Independent memory pointers isolate modules from each other's changes
• Stop-and-start boundaries create temporal air gaps between system stages

2h ago ·dev.to

The Hidden Cost Of A Line of Code

"Given an integer array nums , return true if any value appears at least twice in the array, and return false if every element is distinct." My first approach was to use a list class Solution : def…

• Initial approach had O(n^2) time complexity
• Set-based solution improved efficiency to O(n)
• Final optimal solution uses single line of code

2h ago ·dev.to

I Freaking Love Breaking My Own Software

Validation testing is one of my favorite parts of the application lifecycle. I love, I mean I freaking love hammering away at code in search of bugs.

• Passionate validation tester finds bugs and fixes them
• Uses AI to discover edge cases and potential failures
• Created ReliAgent to ensure reliability of AI agent software

2h ago ·dev.to

Aiki Alpha 3 Released - Performance Improved

1h ago ·decuser.github.io

Four spec standards, one baseline, two different decisions

Two side projects, one developer, an AI assistant on both. You work on them when you can and when you feel like it, for fun.

• Developer uses AI to create documentation in four formats
• OpenSpec chosen for one project to mitigate drift risk
• Spec Kit selected for another project to enforce baseline alignment

1h ago ·dev.to