Author:
The decision to build custom tools was a necessity, not an ambition. The Maria System is based on the phenomenon of controlled chaos, which is extremely sensitive to any external, uncontrolled variables.
Ready-made libraries are excellent in a production environment, but they carry layers of abstraction that cannot be fully tracked: hidden parameters, optimizations, implementation differences. In a research project aimed at understanding the process rather than just achieving the effect, this would be unacceptable cognitive noise.
By building the tools from scratch, I wasn’t aiming for system perfection, but for transparency — the ability to see every stage of transformation and every intermediate state without hidden layers or “black boxes.” It was a pursuit of honest understanding.
The most difficult stage was tuning the Decoder. The system was so sensitive that a minimal parameter change, a slight difference in startup timing, or a subtle environmental disturbance would cause the result to collapse completely.
It was a real butterfly effect. A microscopic change at the beginning could completely destroy the meaning at the end.
— Were you afraid it wouldn’t be possible to stabilize?
Author:
Yes, I was. I had major problems with the Decoder and couldn’t figure out what I was doing wrong for a long time. There were moments when I simply couldn’t cope.
I don’t have a formal background in this field. I taught myself everything along the way — often through trial and error.
There were many moments of frustration. But eventually, it started working, and that was enough to move forward.