A College Project That Planted a Seed Years ago I was on a university team trying to build a Go AI. We explored monte carlo simulation for lookahead search, basic neural networks for pattern recognition, and expert systems for encoding domain knowledge. None of them worked well enough on their own. Go's branching factor is enormous, so brute-force search fails quickly. Neural networks without th
If you’ve been building with AI recently, you’ve probably seen these terms everywhere: AI Gateway. And depending on where you read, they either sound like the same thing… or completely different systems. Some vendors use them interchangeably. Others define only one and ignore the rest. And if you try to piece it together yourself, you end up with a vague understanding that doesn’t really help when
If your Flutter app offers any third-party login on iOS — Google, Facebook, anything — Apple's App Review guideline 4.8 forces you to also offer Sign in with Apple. That part is non-negotiable. .p8 keys, capabilities, entitlements, deep links — and most of it is only documented across three or four different Apple and Supabase pages that don't quite agree with each other. This is the guide I wis
Luci-Studio is a creative engineering space dedicated to high-performance applications, technical deep-dives, and digital art experiments. As an engineer with 5+ years of shipping cross-platform apps, I wanted a portfolio and blog that actually reflected my standard for software: clean architecture, obsessive edge-case handling, and a UI that just feels right. Check out the new site to see my late
In an era where data privacy is often the price we pay for convenience, medical information remains the most sensitive frontier. When you upload a patient's transcript or a personal health log to a centralized API, you're essentially trusting a third party with your most intimate data. But what if the "brain" lived entirely within your browser? Today, we are diving deep into the world of Edge AI a
Self-attention already helps a transformer understand relationships between words using Query, Key, and Value. But there’s a problem. One attention mechanism usually ends up focusing on a limited kind of relationship at a time. Language doesn’t work like that. A sentence can have structure, meaning, and long-range links all at once. That’s why transformers use multi-head attention. Instead of doin
I keep seeing the same argument about AI making us dumber. It's the same argument people had about search engines, and before that books. The usual response is to point at history and say "every generation panics, every generation was wrong, relax." I think that response is half right, and the wrong half is what bothers me. Tools change what we bother to remember. The people who'd trained their wh
We debate endlessly about whether AI will ever achieve consciousness, but we forget how consciousness actually compiled in the first place. It wasn’t spawned in a vacuum; it was forged by the brutal necessity of survival. For millions of iterations over millions of years, early cognition was nothing but pure instinct and bloodlust—refined only by the fight for the right to exist. Humanity is not