Why Most Developers Shouldn't Write Their Own Machine Learning Algorithms

Why Most Developers Shouldn't Write Their Own Machine Learning Algorithms

Picture this: You’re a talented developer who just discovered machine learning. Your excitement is through the roof, and suddenly you think, “Hey, I bet I could write a better neural network than those fancy libraries!” Before you dive headfirst into implementing backpropagation from scratch while muttering about gradient descent, let me save you months of debugging nightmares and existential crises. Here’s the uncomfortable truth: most developers shouldn’t write their own machine learning algorithms....

August 22, 2025 · 10 min · 2065 words · Maxim Zhirnov
Why Your CI/CD Pipeline is Probably Overkill

Why Your CI/CD Pipeline is Probably Overkill

Let me start with a confession: I once built a CI/CD pipeline that took longer to configure than the actual project it was supposed to deploy. The pipeline had 47 stages, three different testing environments, and enough YAML to make a grown developer weep. The kicker? It was for a static documentation site that got updated maybe twice a month. If you’ve ever found yourself explaining why your “simple” deployment needs 15 different tools, 3 orchestration layers, and a PhD in DevOps to understand, this article is for you....

August 21, 2025 · 8 min · 1635 words · Maxim Zhirnov
Responsive Images for Web Performance: The Developer's Guide to Not Breaking the Internet

Responsive Images for Web Performance: The Developer's Guide to Not Breaking the Internet

Picture this: your user is sitting in a coffee shop, frantically trying to load your website on their phone with spotty WiFi, and your homepage decides to serve them a 5MB hero image that was originally designed for a 32-inch 4K monitor. They wait. And wait. And eventually give up, taking their business elsewhere. Sound familiar? Welcome to the wonderful world of unoptimized images – where good intentions meet terrible performance metrics....

August 20, 2025 · 12 min · 2352 words · Maxim Zhirnov
Why Your Code Isn't as Reliable as You Think It Is

Why Your Code Isn't as Reliable as You Think It Is

Remember that smug feeling you get when your code compiles on the first try? That warm, fuzzy sensation when all your tests pass green? Well, buckle up, because I’m about to burst that bubble faster than a soap opera plot twist. Your code isn’t nearly as reliable as you think it is, and frankly, neither is mine. Let’s start with a sobering reality check: on February 25, 1991, a tiny rounding error—we’re talking 0....

August 20, 2025 · 9 min · 1839 words · Maxim Zhirnov
Building an Extensible CLI Framework in Go: From Zero to Hero

Building an Extensible CLI Framework in Go: From Zero to Hero

Picture this: you’re staring at your screen, coffee in hand, contemplating whether to use yet another CLI framework or build your own. Well, grab another cup because today we’re diving deep into the rabbit hole of creating an extensible CLI framework in Go that’ll make your future self thank you (and maybe even high-five you through the screen). Building CLI applications in Go is like assembling IKEA furniture – it seems straightforward until you realize you need a framework that doesn’t exist yet....

August 19, 2025 · 13 min · 2681 words · Maxim Zhirnov