Author & Independent Researcher
Books and research exploring intelligence, mathematics and the structures behind how things work.
01 / The writing
Complex ideas.
A closer reading.
Forthcoming
What really happens when a system learns?
The book offers a structural view of machine learning, moving from data and patterns to transfer, invariants, state spaces, and the testing of stable structure.
Its central question is simple: did the system truly discover structure, or did it merely learn to reproduce familiar conditions well?
Learning begins with experience, but structure begins with what survives change.
Future books and announcements will be collected here.
02 / In progress
Ideas being developed into future books.
Mathematical and structural questions connected with the writing.
Notes, models and formal arguments beyond the books.
03 / Behind the ideas
The books explain the ideas. Research offers a closer look at the models, arguments and experiments behind them.
Personal research link coming soon.
04 / The author
Alex Marin is the pen name of Alexey Gudilin.
His writing explores questions at the intersection of intelligence, mathematics, complex systems, adaptation and structural analysis.
The books are intended to make difficult ideas accessible while keeping a connection to the deeper research behind them.