并行的弧线。
Math never waited for the code, and the code never waited for the math. They arrived together and stayed together — one continuous, intertwined thread from the very start.
— the through-line · BSc → MSc → PhD → the work
这门 discipline 从来不是背公式——而是把一个混乱的真实问题拆解成你真正能解的方程。
— applied mathematics · University of Tabriz
Don't just fit the curve — model the mechanism.
— molecular dynamics · TÜBİTAK, F876L resistance story
Vision
Intelligence from molecules to neurons to agents — one unbroken thread. Mathematics, science, and agentic AI grown together, and shared as I build.
Mission
Build LLMs and agentic AI that don't just answer — they act. From first-principles ML to coordinated swarms of agents, ship systems, not notebooks.
Philosophy
Reduce a messy, real system to a model you can trust. Respect the physics, model the mechanism — don't just fit the curve. Math and code arrived together and never waited for each other.
The Goal
Coordinated swarms where emergence echoes the brains I studied — resilience, parallel exploration, and answers that come from collective reasoning rather than one model's guess.
三个章节,一条主线
这个故事所依托的支柱——以及我至今仍在使用的引擎。
From Proofs to Physics
Applied mathematics, molecular dynamics, and the F876L resistance story. The discipline of decomposing a messy, real problem into equations you can actually solve.
Connectomics as Graph Theory
Super-resolution for the most complex known graph — predicting high-resolution brain graphs from sparse, noisy observations. Open data, released to the community.
From ML to Swarms
From-scratch ML → federated learning → agents. Today: LLM systems end to end, and a working thesis that emergence echoes the brains I studied.