Technical Lead
Architecture Advocate
Full-Stack Developer
Machine Learning Engineer
Mentor & Blogger
"Ship fast, break less" — If I had a motto for engineering efficiency, this would be it. And if there's one tool that helps teams ship fast and keep things sane, it's the humble Pull Request (PR).
There was a time not too long ago when SEO felt like hacking a machine. You’d toss in a bunch of keywords, add a few backlinks here and there, maybe fiddle with the alt-text, and boom — your site magically climbed the rankings. Those were simpler times. But like everything in tech, SEO grew up. And like all things that grow up, it got complicated — smarter, more refined, and less tolerant of shortcuts. Let me walk you through this shift — not as a guide, but more like a conversation between how things used to be and how they are now.
You know that feeling when you try building IKEA furniture without looking at the manual? Yeah, it’s chaos. That’s how I see traditional code-first development nowadays — too much guesswork and not enough clarity upfront. Enter: Spec-First Development. Let’s dive into what it is, why it matters, and how AI plays an exciting role here 🧠⚡
Ever been amazed at how AI can write essays, translate Shakespeare into Spanish, or generate a picture of a cat surfing on Mars? (Okay, that last one is oddly specific — but possible!) It all started with a single sentence: "Attention is all you need" — the name of a paper that shook the foundations of machine learning in 2017. So here’s me, trying to make sense of it — and writing this blog for you. 😁
Imagine telling your software: “Hey, just handle this for me.” And then it does. No need to click ten buttons, fill out five forms, or wait around. It just gets it done. That’s not wishful thinking anymore — that’s the promise of agentic AI.