This text is a personal record of thoughts and impressions that emerged from my own use of AI.
The ideas presented here are not a theory supported by mathematical proof or formal verification,
nor are they intended to claim mathematical correctness or present a generally accepted answer.
Rather, they began with questions that naturally arose during actual AI use—
such as “Why do these patterns keep repeating?” or “At what point does judgment seem to stop?”
In an attempt to better understand and make sense of these questions,
I organized my thoughts using my own language and structure.
For this reason, this text is less about asserting conclusions or proposing a theory,
and more about tracing a line of personal inquiry that started from small frictions
and recurring questions encountered while using AI.
It is best read not as a verified theory or an official technical document,
but as the flow of observation and reflection from a single user,
exploring a set of tentative, experience-based interpretations.