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The Local AI Revolution: A Balanced Look at Edge Computing vs. The Data Center   From Your Desk to the Data Center – Why Both May Define Our AI Future  Picture this: a computer smaller than your wallet, humming quietly on your desk, running advanced AI models that cost just a few dollars in electricity […]

Hello world… again! Gold Jackets, Agentic IDEs, and the Smallest Big World: My AWS Summit 2026 Recap Hello world… again! If you’ve been following my journey here on PyDev, you know I’ve gone from wrestling with paper-based time reports in a small office to architecting AI-powered SaaS solutions in the Knowit Greenhouse. I’ve survived 48-hour

Hello world… again!Hello world… again!Hello world… again!Hello world… again!Hello world… again!Hello world… again! From Solo Hackathons to professional consultancy….. Hello world… again!   If you’ve been following my journey here on PyDev, you know I have a bit of a history with diving headfirst into the deep end. Whether it was wrestling with Distilled BERT

My First Hackathon: A Solo Adventure into AI Workflows It all started with a LinkedIn scroll. You know the kind—where you’re supposed to be working but instead you’re seeing what everyone else is up to. And there it was: an announcement for the AI-Assisted Workflow Coding Hackathon at Chas Academy, organized by Cillers. The jury

The AI Librarian: How We Built a Smart Insurance Assistant Hello again, fellow travelers on the AI frontier! 🚀   If you’ve been following my journey on PyDev, you know I have a bit of a ”thing” for taking messy, manual processes and throwing some code at them until they become smart and efficient. Today,

  Attention is all you need… and maybe a bit of patience with AWS. My Journey with Distilled BERT on AWS SageMaker Warning: this is gonna be a long one, so hang in for the ride and buckle up. I started this project for two main reasons: first, I wanted to get my hands dirty

My Summer Romance With the Cloud (and Why I’m Hooked) Let’s rewind a few months.It’s midsummer, the sun is shining (well, shining sometimes, because let’s be honest, clouds are involved in this story in more ways than one), and I’m scrolling through my never-ending “things to learn” list. Somewhere between “learn to bake sourdough” and

Are We Training Our Replacements, or Just Sharpening Our Tools?           Let’s be honest. If you’re a developer, the topic of Artificial Intelligence probably sparks a cocktail of emotions. Excitement? Sure. Curiosity? Definitely. A tiny, creeping sense of dread that you might be meticulously crafting the very algorithms that will eventually

More Than Just Code: Building In-1, a Unified AI Powerhouse, with an Incredible Team Hey everyone, I’ve been deeply involved in lately – a project that has been not just technically challenging and incredibly rewarding, but also a profound lesson in collaboration and shared vision. We’ve been pouring our hearts and minds into building In-1, an

    The Computer’s Eyes: From Reality to Numbers Hello again, all tech enthusiasts and curious minds! Those of you who read my previous post on PyDev might remember how the frustration with paper-based time tracking led to the idea of an automatic login system using facial recognition. It was an exciting step to present