KAROL KARNAS

Developer • Creator • Systems Thinker

Exploring patterns across code, art, and life.

After a year of intense learning, I transitioned into development. I search for patterns and root causes in seemingly unrelated fields.

I try to think in systems. I'm fascinated by both high-tech and art in its broadest sense.

In the past I worked with photography, film, and philosophy. Now I'm combining all of it in The Brain project.

The Brain is a recommendation system that finds connections across domains — books, films, music, philosophical concepts, and code.

The Brain

A recommendation system designed for learning, not addiction.

Social media algorithms ask: "What keeps them scrolling?"

The Brain asks: "What helps them grow?"

Instead of optimizing for engagement, it uses vector similarity search to find meaningful connections across all domains: books, films, music, philosophical concepts, programming languages, and art.