Hi, I’m Sömnez Hüseyin. Based in Turkey and driven by a lifelong fascination with the mechanics of intelligence, I’ve built this space as a nexus for those who view AI through a lens of rigor rather than hype.
My journey didn’t start with a keyboard, but with a compass and a proof. My background in mathematics is the bedrock of everything I do. In an industry often distracted by flashy interfaces, I find my clarity in the “under the hood” complexity—the linear algebra, the stochastic processes, and the optimization theory that turn raw data into something sentient-like.
Here is what defines my work and what you’ll find on this platform:
Implementation-First Research
I am a firm believer in the reproducibility of science. It’s one thing to read a groundbreaking paper; it’s quite another to make it work in a local environment. I spend a significant portion of my time dissecting new research and reconstructing models from scratch. If a breakthrough is claimed, I want to see the weights, the loss curves, and the edge cases. I document these deep dives here, bridging the gap between abstract theory and functional code.
At the Intersection of Global Dialogue
The pulse of AI beats strongest at international conferences like ICLR, NeurIPS, and CVPR. I don’t just track these events remotely—I’m on the ground, navigating the poster sessions and engaging in the debates that shape our field. This site serves as a curated dispatch from those front lines. I translate high-level academic discourse into actionable insights, highlighting the shifts in paradigm before they hit the mainstream.
My Philosophy
I advocate for Open Science and intellectual transparency. As an independent researcher operating from Turkey, I aim to foster a community where the “black box” of AI is dismantled through mathematical literacy. I believe that understanding the equations is the only way to truly master the algorithm.
Whether you are here to pore over a derivation or to find out which workshop at the next big summit is worth your time, I’m glad to have you along. Let’s figure out where this intelligence is headed, one proof at a time.
If you have any questions regarding my research or want to discuss upcoming AI conferences, you can reach me via Facebook.