About Tolga
Hello, I’m Tolga.
I'm an independent researcher exploring the deep structure of machine intelligence, specializing in Algorithmic Information Theory(AIT).
From scaling laws to emergence, feedback loops, and the parallels between biological cognition and artificial systems.
You might know me from my post Neural Scaling Laws and Allometry: coincidence or more? — where I observed a striking similarity between the evolution of large mammalian brains and today’s largest language models.
This work is conducted independently, outside institutions, driven by curiosity and the belief that intelligence — whether in flesh or silicon — follows universal principles.
This path isn't funded. It’s fragile. And it takes everything.
If this/my work resonates with you — if it made you pause, rethink, or see something differently — then consider buying me a coffee 😊
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