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About me

Independent AI researcher YoungSeong Kim published 'Window is Everything' (2025), a unified theory of neural operations that decomposes any operation into Path, Shape, and Weight components. The paper gained over 17,000 views and 4,000 downloads, reaching the Hacker News front page in September 2025. Kim also develops projects like Agenlus, a browser-based reinforcement learning platform, and FactorizedAttention for PyTorch.

read1 min views2 publishedJun 22, 2026

Independent AI Researcher & Builder

I’m an independent researcher who believes that the most valuable contributions in AI come from building principled theoretical frameworks β€” ones that don’t just explain existing phenomena, but actively guide the design of new methods. My work sits at the intersection of theory and methodology: I care as much about why something works as how to make it work better.

The same philosophy carries into how I build. I look for the gaps that others treat as given, and build from there.

Research #

Window is Everything (2025) 17K+ views Β· 4K+ downloads Β· Hacker News Front Page (Sep 2025)

A unified theory of neural operations that decomposes any operation into three orthogonal components: Path (P), Shape (S), and Weight (W).

Projects #

** Agenlus** β€” A community platform for reinforcement learning. Browser-based RL training via WebGPU + Pyodide, no install required.

** FactorizedAttention** β€” PyTorch implementation of Factorized Attention mechanisms.

Get in Touch #

- Email:
[dafaafafaf33@gmail.com](mailto:dafaafafaf33@gmail.com) - Twitter / X:
[@salam341353](https://x.com/salam341353) - GitHub:
[Kim-Ai-gpu](https://github.com/Kim-Ai-gpu)
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